{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "import random\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "from tsmoothie.smoother import *\n",
    "from tsmoothie.bootstrap import BootstrappingWrapper\n",
    "from tsmoothie.utils_func import create_windows, sim_seasonal_data, sim_randomwalk\n",
    "\n",
    "from sklearn.model_selection import train_test_split\n",
    "from sklearn.metrics import mean_squared_error as mse\n",
    "\n",
    "import tensorflow as tf\n",
    "from tensorflow.keras.layers import *\n",
    "from tensorflow.keras.models import *\n",
    "from tensorflow.keras.callbacks import *\n",
    "from tensorflow.keras.optimizers import *\n",
    "from kerashypetune import KerasGridSearch"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "### CREATE SYNTHETIC DATA ###\n",
    "\n",
    "np.random.seed(0)\n",
    "\n",
    "n_series, timesteps = 1, 400\n",
    "\n",
    "data1 = sim_seasonal_data(n_series=n_series, timesteps=timesteps, \n",
    "                          level=0, amp=10, freq=24, measure_noise=4)\n",
    "\n",
    "data2 = sim_seasonal_data(n_series=n_series, timesteps=timesteps, \n",
    "                          level=0, amp=10, freq=24*7, measure_noise=4)\n",
    "\n",
    "data3 = sim_randomwalk(n_series=n_series, timesteps=timesteps, \n",
    "                       process_noise=1, measure_noise=0)\n",
    "\n",
    "\n",
    "data = data1[0] + data2[0] + data3[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(400, 4)\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>X_1</th>\n",
       "      <th>X_2</th>\n",
       "      <th>X_3</th>\n",
       "      <th>Y</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>2021-01-01 00:00:00</td>\n",
       "      <td>7.056209</td>\n",
       "      <td>-2.394616</td>\n",
       "      <td>1.411172</td>\n",
       "      <td>6.072766</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2021-01-01 01:00:00</td>\n",
       "      <td>4.188819</td>\n",
       "      <td>-4.089676</td>\n",
       "      <td>2.196976</td>\n",
       "      <td>2.296119</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2021-01-01 02:00:00</td>\n",
       "      <td>8.914952</td>\n",
       "      <td>3.813954</td>\n",
       "      <td>2.139506</td>\n",
       "      <td>14.868412</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2021-01-01 03:00:00</td>\n",
       "      <td>16.034641</td>\n",
       "      <td>2.544816</td>\n",
       "      <td>1.748289</td>\n",
       "      <td>20.327746</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2021-01-01 04:00:00</td>\n",
       "      <td>16.130486</td>\n",
       "      <td>-5.583731</td>\n",
       "      <td>2.689207</td>\n",
       "      <td>13.235962</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                           X_1       X_2       X_3          Y\n",
       "2021-01-01 00:00:00   7.056209 -2.394616  1.411172   6.072766\n",
       "2021-01-01 01:00:00   4.188819 -4.089676  2.196976   2.296119\n",
       "2021-01-01 02:00:00   8.914952  3.813954  2.139506  14.868412\n",
       "2021-01-01 03:00:00  16.034641  2.544816  1.748289  20.327746\n",
       "2021-01-01 04:00:00  16.130486 -5.583731  2.689207  13.235962"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "### STORE DATA IN DF ###\n",
    "\n",
    "df = pd.DataFrame({\n",
    "    'X_1':data1[0],\n",
    "    'X_2':data2[0],\n",
    "    'X_3':data3[0],\n",
    "    'Y':data\n",
    "})\n",
    "\n",
    "df.index = pd.date_range('2021', periods=len(df), freq='H')\n",
    "cols = df.columns\n",
    "\n",
    "print(df.shape)\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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TKeVJKaUvpQwAfAzA89t9rrdKyind2DWXb+xmuH5jK5lud0JWQvU59fIJXtpttt6v1L0ARceCY4m2d7v6jb0n5vH0t1+La/ecWOtT6RhenDJMbxyMTF86VR+/ce9RPHBkTn1/eLqCE/NVLNU8LNYaUyAXqm5T9anuBZiruACSG+ErLaBUKxlWThmDHDodpp/r2QTtLv7rHaZmMuuLIJCYjDb8OqXTtF5dOe00rbeb7NTcglMhxHbt218GsKfZY9OsVs0pfTi1nIKh9YDrN7aS8YMglwnayzmttz7owakfBqcF2xpY5fR4lNZ35S2Nake/47NbL8P0xBPRQnyx2pmh259+4V780odvBRC2f5ldrmO57mO57jUcS0qJxZqHiutDZtyrf/TZu/Gcv/8egHTNaesxldL62a2XMckT0+E9salcVD9rN623FgUJnNZ7ZnLNnuN40T/fgIWq2/FzKdhsN3BM9jntUDntYvPEVCuZzwO4HcDThBBHhBBvBPDPQogHhBD3A3gpgD9r93h6hJ5XCl0QSNUihdN6m5PltOXnppzmndYbBacDGlzUvQBF24Jji4G1jh9ywrTkew7NrtprZi1Qu8HXFqdLNQ/XPHDcyHEZ5kyB2rdlqZ3tsljz4EX34FLNbzhWzQvU+Jg1t9+w9xSAsLygk41wpZxycMoYhJTTRKuOjpVTXsOeiZyYq6LqBl2Np522kuneEKm7tF6n42dkIKX8zYwff6Lb4yXrQLo9Smv0N4uD0+a4QQA7SJpX5Bac5qycxk2HB3NxQWm9BdsyZuJ1fK4C15M4f/PqOFbr103V9TFUsHN/TdeXKDq9GbAAWp/TQOKaB47jL798P25/28uwfeNwz8dmmPXOYs1TKWi9BKezy6FKsFAN1VGnmry35zUVoVJvPsZMLtQScw0bIjFrAblK6wHpcrutZLjP6RkNxS7drJk7XQ/rcdkHr9+Hi3dswGU7J9p4naCrzZO83Xq7wvMlrGi+yctJVz9ubUANWvKGGpSnlUYvkLmkNqma05wG2kFP662RcmoJYwH2P337Yfz5l+41cqx20K+l+7UasjwxNYaomlMZqjYAt/RhmHbRa6NMBKeTi1GgW/cS85Ge5pu1wz8xEqZPnlqodqacDrihHtOf0FxS8wJ1Het9zJtl/nh+oLL/XDbpOyOp92CIpdx62zZECjAcbfRNL9Xxtq8+0N7rdKmc9mVwWvcDtdt5ZKaCP/7c3W33fWoXVk5XppmBkN/lxbYSeSun1EpmYNN6tZpTUzulCzUPCx3Wf/WCvoicXa6vymuaeq9o/vcDOZBmalXXV0Yw6wFT6drM6qB7OzSrOf336/fhoWPzLY8zE40bNE9ImVSaFlYITsejXtGn5msd9TmNldOWD2OYjshai+oq6u5DM7j50cmG5+nXrstr2DOSWDntfFBSbr1tt5IJUCrEIePTzx5r63ndZlr2ZXDq+XGEfsfj07jmgRM4MNlot93ba4RvVsEWHJw2oVVwmo8hEt1oebn1DvbOt3LrtYVBNbC7Bsndog+Eq9Vv1lQ9jq+l9VbdwTNTe/0n71RGMOuBQe1XfKbw+NQSdl5xNe44cBpAHExOjBQzldO6F+D91z2KX/uP25oeU0qpglMd3RAkEZxmZDbEymktsXG1UjYKXW+c1suYRA8sqc2avtnyoRsew7uufrjhefomPo+FZya9KKdep8qpL1GwLfzyJecAAIp2e+Gj6wdrZ4hkGteXSjmllFvTi0D6YMpFZ6AWmKuJfkEFgcR7r92LP/j0rvxrTnM2RBpU8wDXN5/W6/lyVVOC/LUITg29jq8tTmnMyEvlz4M7H58GAMwsrY5inTe8qdjf3L4/DEq/uvsogFRwmqGcNjOB0bMtluvZ6r9+PD1Q/cG+KXz7/mOJx46WQquNk/PVRGCwkvli3EqKAwHGHG4gIaIyNlL6dTfUSt3PzADQ5x7uc3pmQuuQXtJ6211LkiHnB/7Hc3HhlhG4gcTMUh2Vuo9Dp5dxejG7pU2Yadn5+RkxRDJNXZOPqzmlz9GCdbTkYK7iwg8kbKt305T1RMKYSkrsP7WIA5OLmBgpRvWoEkKYe8+UW2/OrWQGdW2hGyKZmoz8QCZ6/eVNIjhdpQnV5HtF/8fK6eAsCsbLBcwsu9hzbA4vesrWtT6dnqm5vgo0mP7Difo20uYXjb8T5SL2Ty42zB/LbhhgllIGRnqWzmzFxcxSY3C6oCmx+tfvvXYvAOBVz96hHS/8P1RO21efODhl8sDzA4yVHMxXvVg51YLTmheon+vUEsEpX5NnIrRWbkfQkVLi6geO4+eftR22JnC0Gzi6UVkZgEggCXDJP16HJ581isdOLcKxBB571y80PM/zw84oQSBhdRBj9aVy6vmBajkRK6eGg9Pogxkpha8zSArIauFqkzCppbottOk5mib93N16B9A8IIje9zit15By2uWuVrfoC83Vck029Tr64pR2LAcpOH3G9g0AgAeOro4RVd4M0nt/JkJpX7Rw1pVTKRvNxOj7kpNcluj379yym5nWm1ROW9fQk1p6cr6arDldIV1Xz5xgGFN4vsTYUFgH/W/f34erbtmfSOttLzjlsfBMpKbSelcek76y+yje/N/34FO3HQyfE8TPbce/oe4FKEQbjo7me/LYqUUA4Voy6zql1+l0zdqXwanrSwwXo+A0evOz/uieXiOI03rD1+HU3jS6suUHEm4UoOotNUySXsSYhgbwAYxN1SKq6FhwLLPK6WpuzOgpequX1mvm79NbSfRi4b5WjEQq4wOr5JKcNxyc9jeFKDhNZ8RMjIY1n+m6U0rrTbd+0e/f2Uo900hNP9ZKDenpeJOpmlN/hQUeK6dMHrhBgLGhcGz+5n3H8K5r9ibSemuerzIIdTitl1E1p23MhUdnKgCA6aVa9BytbK+NIc31AzWmF5r4ntwRlQ6p40YdP4DO12F9GpwGGIrSevNSTmmCobQwXug0kpi4pYQfBPCCIDdLfaWc5jTQqobVAxidkqow5NjhwGCq5jQn5+VWrxd/vVppvWaVU32HcJA2tej8Hz7e2g11UBik9/5MRKX1UnCqpfUCjQpnM+VUn2dC5bR1zWkzJ2CCxoMT8521klGGaKycMivw6dsO4vGp9kw8XV+q4JQ4uVBVX9fcAHWtzQyRcOvltN4zknZqTo/OVvDKf7sFh6bDfrqlKCtVX3+1s7lRb0jrbbzmbn4k6Sqt+5msE+U0dutVNaeGFyL0YVBa7yC1hFgtEjWnvoTry4QZkulJOu67lE8fVaWcysFrQ3FsNtz12rFpCI5lDaxbb0I5HbS0XlJO9VYyA7SpRfftYm19BHU8Zvc3NMRmpfUCjcoptYtrSOvV209VXMxWXHUMIlFzWvVaOknSeDe77OL4XBwErLTZqtJ6WTllWuD6Ad7xzQfx9XuOrvhYKcP1FKX1Enc9PqO+prVvNbUGZuWUqac2/rLYc3QOe08s4P4jswDi8TXhVN7GmBam9UbBqW1lvubR2eXE934P672+DE69QCpTBFIoqqYNkajmlNN6m+KllFPPD8IANae0Xv14eainSWfGwVpgHJkJb/pzx8twbGFsp9QLZNs1ByZI1JyulnJqKq1XpfVhINN66ZpfL2PdIG0MnIl4qtYo2bKAAsulJmm9tLOvjqPXnFZczFdcbN84lHhMoua05mLrWKn5efkSY1HG1J6o/rrkWB0YIrV8GHOGQ9drO+MTzeNp5bTuByqIoE249Bo40UqGL8ozEro2Wq0HyZ1/KnLTjYPTQJnAtnP9uNo1GWbvJZ+zdazUEIAmA+D1kNbrxYZIeaXP0UQ0wmm9TdEX9UEQq6amam9cP8D1D5/UXi/f4HQ1emzOLtdx7Z4Txo97eDpUTs8bL6Ngm1RO41TV1UB/nTxTkfJQaPW0vkFO610vY90gvfdnInTfNVNOm6b1FtLKqVZzuuyi5vrYPBoGn0XHwnDBxmItTvWdXqpj24ZkcOolUiADPOucjQBic7Dhot12K5mVDJF2HZweuM1Pxhy0bqp5PvYcncNcRho6Qdd2OjgFgD988UXRcbJ9V+q+r33N19uZSN1PbvxlQWUQ9H+R0np9iXIkAuprsYNTS5nHc6M+pwDgWFZiHWFbAts3DjWs2/Vxd10op27kSmqJuFDXeCuZ6E0bHWLltBleSvZ3/dDZlQbUXifgmx6ZxBs/vUu5femLgzwUqYQzY06Lh6/fcxR/9Nm7M3vx9cLhmWWMDTnYWC4Y73Oq/583etCY5wIuSLgCm1JO6f/BNETS3bAHLa2d0K+fL9x1GN+4d+XUOWZtcFMLp1pDcJocI8mhtGXNaaWOuh9gohymQY4UbYwOOYkU4UOnl3HB5hHlWwGk6vOCAGdvHMLmkSImF0I1Ybhgt62ctgpO7zhwGq/7j9vx0Zsea3ksZv3iaZsxv3HVj/Cftz2e+P1cxVWBZqycxmm9Tz5rFH/wwgtx0daR8Dh+k+CUldMznlg5bRWcJg3kfBlmyrlBgKFisv50sebh8n+7BV/dfaThOLpbb8G2Er13t42VMOTYDetIv4f1Xn8Gp374JjhWfHrpfPte0fucAly/lIWbCuboHy3Sew0uKK2Lao30CzuPRb/uTmayXvbkfBXXPHAcAFBR/S/NXq+Hp5dx3ngZAIz3OQXyM6FKk1Cvc3xN/dJ0DQXBeq11XkZteaJf84N03jr633D1/cfx2R89sYZn0/8IIT4phDglhNij/WxCCHGdEGJf9P94Hq+tsjL85BhzzqZhAGGfUZ2KqjlNpvXqu/rLdR81N8CmyFRppORgrOQoFbbq+jg+X8UFm8vKtwJIL+QlCrbAU7aNAgCECBXYdmtOWz1uajFcCD54bH2YjjGdQ/Nape5jseY1ZAg85++/h9f9x20A4jWWrpz+79c+C3/7qotVyiWRTuvlVjKMqjltMZ9TWi/hegH8yEWXxkgaoxeqLupegKOz1YbjhH1Ow8cXbKHKMADg7I1DUblZ8jz0tde6METyIvlYvzmNK6fRG1VOtaxhYvQLLYh2WvS+mL0GeMoGW7no6imfOQSnKYMnU3zxrsP4k//ejboXmwuZViIPz1Rw3kS4qDNdcwqs3s7rarWSyUM59bTF6SAaIunv92ptRpgmrVqle2UyDXwKwCtTP7sCwPVSyqcAuD763ji0MHFTC6gNwwWcNVbCwZSbaTtuvTU3QM0PMFSwUS7aGCk6GB2Kg9MjM8uQEti5eaRpcOr6ARzbwiXnhzH5b1x2XpiN0qZbbyvllNwsB2lcYMxC1/18dE1mrWX2HA03L2idQDXQADAeZRbYIhWcpja8k8Fp+3Mpp5yvH2opBT6LtLu56wcN8Y+r1Hkyi2ts11VL9TnVldMdm4ZD0SR1benr7E7XYX0ZnNb9AI4tEsGpceVUufVyWm8z0mm9tNtCN0KvAV686xMHSPSR56KcdtA2oBMWax6kDK+hdCqbCaSUODITK6eOZRkLuHxlVrIWhkirE5ya+tv0/r40KQxSWm+QWuQPIumywAoHpy2RUt4CYDr149cA+HT09acBvDaP11b9TbXg1LbCef2CzWU8MZ10dmz2Weo1p1XPR90LjTnKRQflko1N5aJaTB2cCo95/uaySlkDGhfyRdvCW172ZNzw1hfj3b/ybDiWteJ81k4LNWViw+uJM4KDU0sNczF9Px+lrbdaC9DvSgUbTrT42RSlrDcqp7279d62fwrPesd3G9Q0ZjBpr+Y0+VmHJXrh46mnNK3F6BqbzaiTdv1AuaAXLKE2E3/lknPw1sufhoItGvqtrstWMsWclVNasHKf0+YklNNAJmopgN6V03Qg5wVSc0/Ot+Z0JVOLTqBFVc0L2hosOiWsUQmwPUqHK9jCWKqql1I3gHCAamXi0Au0sCs65lKT05yar+L0YjwgmzaPSiqng7MI1SeHQTpvnfSYw8ppV2yTUh4HgOj/s7IeJIR4kxBilxBi1+TkZNZDWpKuZ9cXNxdsHsETp7OVU/qM3/bVB/D9h04mgkFSSIuOhdFSqJxuGSnidLTYpoC3QTlNGHMEcCyBctHBk7aGqb12G8ppvDnV/DHU23WQNq2Y7rjtsSm85H034Yu7Did+TmvL+ch3ou41v67omk7XJCQAACAASURBVCvYQl2vm4Yj5TQVnKbXwHSNDRXan0v3Hl9AxfVxeqm28oOZvkevOW02p6eD0zDDL7zu0mm9tK6ZzfBMcfU+p7ZQ198LLtqMC7eMZBp1JgSuQTdEInXOsSy1kwSYD1b8lKw9qEpCnugBkC/j3Ra6CXpND2lI6/UlhqPPw1Ta4Vu/dB++ds8RdXzCpGpHi6q6F6i61lYTUqdQ+gRdq06GjXe3+BnB6Ws/8kM85x++Z+T4zV6v1EaNV7c8/13X40X/fKP63lSKNSmPge7WO0DjRkI5HdDFc/qaWap7TR7J9IqU8iop5aVSyku3bt3a8fNp19zTlFNa3FwwUcbJ+VpCLVXBafQZf/nuw7jp0VOJzAcyUSo5FnZuGcEFm8uYGCmqzagnTi9hbMjBeLmQCE718c31JZxUH1THFiu69Xra/d8MOsSg3l9M+7z/ukcBANOLaWUq/OwXWqT1EvS7gm1hqGhjtOSoe2RF5ZRMPUtO23PcdLSJw9fn+qAWXQPXPHAcT/vba/HgsbmGx6RVci8I1Jisr7fffc3DODAZmpNSJsqVN+9XhqXpPqeEnuqbzlLzEsrpgKf1qpvVSaX1uqYNkeIbG8hfSbjz8Wn8xf+5b6BcMtM20HEgs3J6UztkKqfR52Fq5/n6vSdxZ9TQOq+a06qrK6fh1yZ7eNJ7QSljYVqvaeU0Pt7eEwtGjt3q9UpO40CWF8bMo/S0XlJOB6h205dSjamDquwEqTGH03q74qQQYjsARP+fyuNFlGKqma6p4HRL6ER6SEvtrbjhYj4sHQl39xernppnhgoW5iuRaVLBxsdefyn+/tXPxMRoERXXR6Xu4/D0Ms6fKEMIoRZeQHy9k0tl0U4u/G1LYKXhKAhWnvdo3B+kTSumPfQ16Kn5KnY9MZP5OLrus9J6ZcoLgX7nWBaGCpZK6QUyglMvO623XHTa3synDIPVmnuZ/JBSqmtg/2SYhfKv33s08Rg/kA2dI1xfqjGZxsjHpxZx5S0HlLHn7HLoKP3u7+zFL33oVvU8Gr8L2rVJAWshwxCpF0Gof4PTnJVTujkpGLp+7yk8njJoMMn3HjyBL999BEsDtJjSL6xAU04JU8op9ejygkC51pladPq+bKh9Asy69ZLbcM3zlXJqMmWV3icaGIqOlcjl74Us5TRPgkDCEmbrZnWyNplMqeR6KxY65iAtQv0g7ms2qDvn6fvWC+TABtpryDcBvCH6+g0AvpHHi9D9rTtbq7TeibB+Xk/t1ZVT+nqh6qmAb6ToqAV/ybZQsC04toUtI2FP09NLNSzWPGyI2nKUM4JTlZmVVk4tM8pp3Et4cOZ5ZmWOzCzj6W+/Fu+65mEAsdkRACymsjdoLqX2RvT9h2/Yhx/sm1KPm624ao1Fab3UZgnIUk4b03otEbVBals5DdN59xydw4v/5UacXuT03kEla0Pihr2nEkrpfMVFevnj+oGqDaXsEmqpReZJs8t1dd1WXD8MhP1s5ZS6qhSsxvTyZHeGgQ9O45vVSgSnZgd7X5vwgLDn5m9cdbvR19A5MR9aM88b7n+ZJ+m+oOlgtOfglHbWvTitl1oELNTMpOuF7sKN6uBKC5FOoIVUzY13Qk2m9VIgUVQNkM30OZVSrnpw6ksZpuzbIpe03smFxsnWWJ/TaFG6rO2gD9Ii1A8kyiUqYxic89bJCgyWObW3KUKIzwO4HcDThBBHhBBvBPAeAK8QQuwD8Iroe+Mokw2tJzBlf+yI6udPzsctC/SaU/pMF2qeGuvKJTt29NV6mNKC/vRiHVU3UP1N/+SlT8afvPQi9drLdQ8no/HByVBOVxpTgzaCU5pjBnXzh8mG0savuuUA7jk0k9gQW64lx1K67ukyqfthX8n3fe9RvP6Td6rHzSzV1caLY1uYGCli+8Yh9fsGt96MtN6iY2W28GgGpfV+9Kb9eOL0Mq576GRbz2PM8cTppZZC2Im5Ku4/MrvicZqNMXo9MdWb6pseoVtvMjilFlgU2M5XvUw36KJK4Y2vzaIT9T51GsfQRPZlh2tuZ+WHrC70xxScpHKa3jXqFXqzh4pao+4cJ5RT8+EFM191sQPDub2OSfQLK2wlkwpOjRsixc3V0w3au8XXnMl0JzGTsVgyrTf+W0xBg0SpQDWnFrwgnPBEagLrBD04zNM5N/2aloVM23ETnJxvDE5NpTDR+7WsbZwMkmrnBxLlogOgNrCL56zbarnuY1N59c9lEJBS/maTX70879f2tEwDP1K4aeedNtr0cYeyZaSMlVM9rZc2kvXnA8DEaLjwml6qo+r6yoHy2edughdIfOTG/aj5AT5w3aP49v3HG54PhLv/VdeH5weYq7jYPFpq+ve02lTTsyuY9YO+1tk/uYQnnzWqvl+qZSun6nsvyDRuO60pXAVb4AP/47kJtTS9gdLQ59T1UYwyCNqdS+k1aQMnnfLJ5M/ff+sh1Dwfn/uDF2T+/qM3PYbvP3wKP7ziZS2P0yxrS79OKDg9f6KsNiZcT6rNFkojn1LKaXxNTmmqOl3jcVpvo3LqWFaDmuv1sMbsO+WU/riClXLrNTzYe9rrEM87P5de5AB05TT/Xf7JhZoRtSgtyaeP2av6GKf1ZiinVVPKaRC7RvZQnN0KpZzm1EqG1DndxhvoPaBM9JVdpcWUH0jYIqwnN6leE5MLjc2jTXzWUkqVHqMvNAYpyPMDqXZKB+m8dbI2xNixtz/Rx8CK6yfcHmna1QM9Ukv9QKpAdbHmqXFqROsFqSuncVpvHRUtOAXiMbPuBTgyU8HxuXB8cKwM5TSQ+JfvPYIf/6fvZy7a45rz5n8zjTUcnK4v9Fr3uYqbuLbTpmxp9cj1AxUY6MwsxamTBdvC9o3DOGssVk6tNpTTUsHObOHRDDoPqjWcNyQCMO2zVPNalq0t1/22jP6a1RnrczuNY+dNxLu3bhCoeulLd04AACajQFR36dWz0B6LjJLitN7GmtOiE3qhXHXLfnzhzkMA1llar8rBd4SKyAHz6XP0ptnam2xZ3atQrZBSqvSlvNN6616Al77vJnxl95Hej5VK603HQr3GX3pzdinD9NsNQw5sSxhRTimgUAuGRFqveTfdMK3XvFuvMkQqJPP9e03tTfQCXUXl1LYEHEvkYspAyqleb2bidfTrpeIOZnDqBVK9L4O6eE4bIgFsitSv6ONTpe4nDJFobs9STn0Z79QvVF21iaXf00U7/pqU09OLtURaLxCbyNW9ILHhWXCyak4lfvBoWBOYbnMDxGNAezWng3l/Mdnow858xU2m9dbTab0p5dQPGtp5AMD0cl3dI+nNkvBnyWs0bYhENdxZLTyy8PxA9a+kgIKV09UnkI1raR1fyrY2G5qV5ujX5mKUcr5DSxd3fYk7Hp/GU7eNYmuUIUJpvfrQpiune4/PA9CU0yy3XitML//q7qP41v3HACSzLzsVI/ouONXdy/Lsc6r6S1kW3vMrPwYgvwXbXMVVk1Xeg0HF9bFY89QOcS/oi4usydZcK5m49tGxLYwNOUaU07S7cDKt12BwSq1kNPe9PNx6i5orGoCeTZFWUk6zAoFeoeC0YOdjiHQqUk7JWAsw00pGV+xo4WwJoD5ANaeBjFs1DVKtrE7WfcvtZPoTfQysun7YSsZOtslIKKfRYisIpPp6seY19CQHksrpSNFG0bEwvVRHLa2cJoLTeO4tpBb+VqScUs3fsdnk/KnX57d2642diZn1g/6Zz1Vc9fmOlRxlfESkN0PrvsxUTqcXk8ppmnb6nJacMDjVN94PTi3hk7c+3nC8Ga13OdXJrkYmH5MkkGjZtSMIGkvosmiunMZzO61V9Frmquvj7oPT+IkLN6u15FSGMZaunD5yMuzgUNB8T4jYrTcsN6t5ARZrPh46No+Hjs2rx3UqEhgJToUQnxRCnBJC7NF+NiGEuE4IsS/6v62c2bp2s+rSsXHllIJgW+A3nn8+Lts5npspzAnN9CHvNArdYatX9OAh6/3v3RApToFVSrYljAWn6Roh188nONXTetO9W02gak6d5MDQa9Clt9PJCqZNOhrrx7Sjjac86lxJOdXffhMbBfohaDNiw3BhoBQSzw9U3V6e571U8/CWz9+DEwY2yNJkqVasnPYn+mKkQsFpizGMxtFAxmm9rh+bIyXSejXlUwiBLSNFnF6qo+olg1NaONX9pHKarucjt97tmyg4rSR+rw9VrZRTUy2+mPw5PL2Mv/naA2qdI6XE/ih9MY3+mevK6aaRQsIQaXKh1ph+6/nNlVMSSdoITtPjHN1PhVTf86/sPoJ/+PZDDeehB8gUULNyuvpkZSHqeEFjZ4ws0psVNKbqIhsFp2RABwCPnFjAUt3Hj18wrsbjLCNJ/Wd07ShTTt2tNxpLKdBdqnlYqnl4xzf34F+vi1vbdLrmNqWcfgrAK1M/uwLA9VLKpwC4Pvp+RXRrbT3nPi/llD7Qgm3lppzqJi1571Sp4NTAgk3fvclUTg0aIsWDtMBYqWAkrTcdlLp+7BZpKjCSUqbSesl8KYe0Xic2RAJ6d6HV34O6SkfW6nJzWGj5voRtIZpQzR//VDSg6oO7kbReXTml4HRosILTQMapkXm69e45Oodv3XcMNz1ivn0mLRJf/Zwd+NtffAYArjntV5L1pH6YhqhqTgWEiO8r1w8S7V70z5QUn5FioyJKTIwWcWqhBteXGHKylVN9YzgdDNBmGbWhOTKTDE71v6W1IdLgjAdnOn/6hXvwuTsO4b4jcwCA2/efxsv/9eZESjd9rX/m89U4OB0vF1WgV3V9vPR9N+FLuw4nXsf1JaaXwmtPDzjnluPa1fRmSfqxQEafU5+C02QLDwok0uOi7uJK55wVNDP5Eqb1tlBOZdjuaqVgLq2ckrlRLRGchtfAi5+2Ff/42mfhmTs2KEfe8ZEitm0YQjNPTT04pY29OK1Xc+u1k6m+FJzqSj2wRoZIUspbAEynfvwaAJ+Ovv40gNe2cyw9zSHh1mtcOQ3TC8nttOg0Ok2Z4uTcKiqnUVBkJDjVLvKszQGThkik4tmWhdEhJ9FHrFvoZohTraTaVTeVsqo7o9U8reY0B+U0PTD0WieacOvN2NQwmZqsXlPqhkg5BKdRlkLCwtzAZ5Fl3LJh2Bmo2k0/iNN680w7pPqVg6eXjR+bTvvnnnk2fu6ZZwPgtN5+JWGIRDWnWlBoi9gUTVcqA62VDBAvoMsJ5TQOQAFg43BB3ft6zSmNma4fJOaUQqZyGqfuHp5JXrv6/d9SOdUe91dfvg/H5ypNH8usLWmBgpxsKbgLe4HehD1H59RnXnKshCHSpnJRXavzVReLNa8hJdz1AxUQJErV/Hi9kE4zTz8WyDBEitLkHdtKbMBSXWm6xVaWcjqVoZgx+ZLVljH9e2Dl7Dtak9MYR2aiCeW07mGoYKHk2PjdF1yActFWbRqHCzaGCjbO2ZTsHkKbgHqmCV0vcVqvrpwm1dSluo/FqtcgMHW6Dsuz5nSblPI4AET/n5X1ICHEm4QQu4QQuyYnJ9VN5tgicXPqdYkmcIOgIW86r4Um1cFtHinmZoi0UHWx84qr8eXICGnZRFpvQjnNSuvt7fhxLahU9ZMFW2CD4ZpTuik8P1BupaaU00qq56WrvZYpqK6xwUykZ+VUVxfDr5fd+H3PI3gMAgnbFpH9vfn7je4vPXA38Vnrmxl03YbKaT6q3WLNM/7++5ohkulMFB2qXzk03byXW7fQe2JbsQrMab39iZ4ZUU259QJxb9G/+8YeXLvnBIBwFz6tnM5Fi2295jStnI4UHbUpMlxsdOtdqHqJ+b1ROQ2dJmmsODydCk61gLTVsKXfs1/adQT/fv2+5g9m1hRXbYiT+334wdJmMPl2nJirquB0vFzEfMXTlNMClmo+pJRKpWqsQQ0wHW2w1FMb/l4L5TRtkvTdB0/i9/8z7pOqp/VmKafpcVEPTuk6nVystax/ZMwT1pw2//1KwenNj07itz72I7X2HIvGxfEM5XSx5iXGTT2opLXwhVtGEscfi7JH9Ot4sUrBaWOfU/pZUfvZUt1ryBL1Aon3ffcRvOXz92T+XWnW3BBJSnmVlPJSKeWlW7duVR9IMVVzCpg1LPJ9mbj581ROl+phP6qtY6Xccvyp8PgTPzgAAKj2sGB73Udvw29//EeJmyPbEKlH5VRLt40XnQJjQ2bSemmy0dVM2lU3tfDXdydrbqD9TQbTev1UzSkpp73WnGYEXEta/Uwebrpe1ErGaaPpfTfQpkYyrdeAcpoxm1Bar+nJ3Q8knvWO7+Kvv/qA2eNKiZJjw7ZErunIFJwenDKvnNIi0RIi6tnKab39ihcEypjs5Hw1YYgEhIvv6aU6PnP7E3j3d/YCAHZuKSOQSKX1RsqpFnSWUsHpaMnBdJS2mEjrjV5PT2kEkjVTdC6BZnp0dKaSuK/1+vxW5SzpjbBtG4aaPJJZa2j9kp5PaWyker2luqc24sdHiglDpPFyEXU/wIVvuwZX3rwfQLIPNhCuW2cyDJHqfqA2UbNqTrO6R9z4yCQORRkplCZfsJJpvXS/NKT1Ljaeg+tLrjtdZYKgdVpv2sgzzR/+1y7ctv+0+pxHozF24zApp0lDJL1WX3cpp7XwRVvjnr1AOM4WbJG4fhbTfU4zWsnoY2ogG31vPD/AA0fn8ODRuSZ/eZI8g9OTQojtABD931YBkqcUNAt22krbYJ2UF8jEm1lK5e2bpOaGtY4bhgq5pfWS6RI1D+/FEGnXEzP44WOn23Dr7folACBhHqTSua3e3Xo/etN+3Hd4NlZOg9gpmVIfTAWn+u5kmNYbpyqbIp2+QYNBr2m3CbfejLTePJTT0BBJhEqF4eMHgcRitFmgj/0mguCsNPANww6kNKfCE5Rp8cVU7VIvkNuoZQmUHCtXt16qVTk0vWw8cKdJ3bYEhgoWhAAqnNbbl7i+xM7NIxgqWNh3ajFhiASEn6E+TpacsNdjaIikp/VSzWkL5bTkKJMR3cnXsgQKtmhYmBdSC3/bDmtOaUxdqHkqDXjP0Tm8+iO3qse2dOtNjft630qmv0h/jjRP0LqE0h/1LJbxciFRc0p1fgDwhbvC8TqdteY2ceute766XtJp5kB2exkA+M6e4+o8i7aFgpPc6I3TehuV003lQkO6cJZTK5Mf/go1p/RRNsuMo1Iy8o2gcTFLOV2q+YlxUx/3hpoop6WCjaJtqc0ZIFZOixlpvVkOvll4QejP0u7GeJ7B6TcBvCH6+g0AvtHOk6g/pGMLpO9Xk7v9rh80RP95pfXWPB+lgoUNw05uhkhU57A56vlmQk1YSTntNTjSA7mkchras3e7sH3vtXvxmo/8UEvrlarH11ljpejczaf11jVTD5OqYN0PYIn45tedLv/maw/g1n1TXR3XzwhOdSU4l5pTn1rJCKOpzwCwWPcy02XyVE4B4NevvN1oaqluxmLK8ZY+ascSKDrWqiinizVP1XGZgq5ZS4R+AeWCrQyqmP7CC8Jg9KKto5nBqWNbifTy8yfKqvZzKSOtt5lbb/p3ulsvEC6oGoLTJn1O9XGb1K7dh2bwhFY/3W7NKcAGSf1M2s0/TusNrz2lnGprkfFyEct1X62vxqPNbp305ZHV53SkaCc2s9NKPoCEISjxtG1j+E6UAl/3A5QKNgq2hYWah+88cBxSSpVCXHE91Dwfj5wI24BML9UxMVJsCIQ582R1CQK5QlpvewIHjZGknNJGSdqtd6TU6F4OxOPk1mhNHP/cQtGxlFpqW0Jt+mcpp5R5kN4wTOMFoQt7uxvjplrJfB7A7QCeJoQ4IoR4I4D3AHiFEGIfgFdE368IDRBFTTmlaN3kbj/1WySKjpVLGiMQBnYlx85VOT0U1cjQX2RCZXaDOPU5671vNUm3g97nVK81HhsqwA9kz+1wVHpEEGA2Sl2hG9FcWq+mnLp+XEdrtOY0XNSReVdBux8+d8ch3Pxod66o+kKMzlv/e3Jx65USVk6GSM3U9l6No4Ds92LjcDgZ3HNoVt1/JjiimbHcsNeM4y2Nq3aknOZp5DS5WFfjhu58aQKV1hsdf7jo8OKqT3Gj0pmnnDWKx04uKHdRwhIiMa9csLkMKxoXKnVfGXPQwl5fZBVTi/lR7XfD6eDUsRrUofQuf1j/GiSCS3rd2ZTrZDtmJkQe7bIYM9CYTvsHKq032jAhtWix5qvNyfGRcMyn60lXTtOKpHqdoFE5HR0KzfTUuifjufrP/vglF+FDv3kJXnPJDtx7eBbHZitKOb3k/HHYQuBPv3AvlutxO7vluo+v7T6KV33oB9FGYQ2bR4oN905e614mm5XceldK6yUofZxqTseGCrAE8PCJebzmIz/EXMXFUj2Z1quXSlJt/nPO2wQAOHc8NEYqOWFwSvPqSNFWwXSWIVKWmtrs71quewkT0VaYcuv9TSnldillQUp5rpTyE1LK01LKl0spnxL9n3bzzUTfSaKbk3YG2v2jmvH+6x7Fw8fno9eRDdJ0fspplNY7XMjNEInMR6hm0MSCzdNar2S79fZ2fPqs5youPnRDaBzhRGm9QPNgoxV6+qXaGdXSalRwaijdMGmIFCiHY9N9ThO1WtEAQyp8t0F8tnKqu/XmY4jk5GSIRHXKessJwIw5VdZkspR4r8z9LUemQ+VUCODxqey+e51CpxcGp3a+yulCDc88ZyMAJBQnE9BHaUcbNeWizWm9fYofSBRsC0/ZNoZjc1W4vkzs3Dup2ucLNo/AFgJShhkcZ0X1mrSxSIssfaOOaKmcZgSn6Rq/tFsvEAel6Zq8lmm9DcopL/z7lbRiSvMEXZOLmnIap/WGSunUYg2OJVT2jH68LNLB6UgpDE7j1omta05/6qIt+KXn7MDPP2s7AODaPSdUzemrn7MDb37Zk1H3A1XeBYRz+WTUXmmp5inlNK1wZZ33QtXF73z8jgZjMKZ3wrTe5r+nuXqldYsKHqOxr1y0UXJs3Pn4DO47PIvD08tYTNWc6uvIoeg6OGfTMB75p1fid19wQfjzgo2iYykXfN1QKa4v1ZRT1Y6zdVqv6werr5yaRFlr2wJ29MduiVJVsxrFtkvdC/Dv1+/D9x48CSAckBK9enJUE2quj2IUnC7k4MIJxItAuqB6VR2B8GKiiT4PQyT6rG95dBLfuPcYgFg5BdCVKZK+OIiVU6nSuqgGyFS6VbrmNA9DpJoXpu8QtKlCi6ZuN230gIomSb0tRx7XaZ6GSLSZsSmVamWkz2nqvbAtgcufuU19b3LsODJTwdaxEiaiFDITKOVU5FtzKqXE5GINl5y3CUKYbyej0nqjmatc5LTefmLP0TnsvOJqPHhsDp4fwLEFnnxWbLhRStWc6vPK5Rdvg2WFi7fluo+Nw4XEvEyKaDqlF0gHp8nfFx2roTVZpltvELr1UtzbTDltR/WgBZuJsefGR07h/iOzPR+HSUJrBfo86XsaG/XglB5Dc8vUQh0F20qYdLUiPZWOFB3U/QBeEJbsZKmuunJKv79wywiefvYYrt1zAnXPV/cCbejrwWSl7qt0zLoXRMFpqUE5zQqCHp9awq2PTeGBNs1rmPYJgpVKA9pL66Wxk67B4aKNUsHCbDRuuX6ApZqH0WJjcFmwRdJzx7HVcYacsOaUTjGrnIKOI7RrN2uDRccPJJaj7MJ21pZ9F5zSRFTUlNNnRbvwDx6bw54ubxa6GHxtIEqk9dqhOUMettoUXJw7PgwpgQOTZtQQou4Fqk8c1Un04tZLuFpf0DxayWQFvE5Ucwqgq16nyd6dVHMa13yQcmoiMJJSKiW8aFuJVjJmlVM/MaHQpgoFpyaVUz3YzsMgLIgMkZzIgMQktJlB6baECVUzPZkMF2w87/xx/Pcf/AQAw8Hp7DLOHR9GuWQbq2Wlt8CimlPDrWSCQOLGvadCJ0svwI5NQ9ixcRiHckrrTSqnHJz2C99/ONz8/e6DJ1Va7zPO3qB+n84AofKTD//WJfiJJ22GJQSCqJXMSMlWu/YFW6igMys4HW2hnGYtmtKdAOKa0wBbIlPBGaWcJlWvVsOW6wcYKzl4+B9fCcDMJujv/+ddePWHf9jzcZgk9NnQNOemldNqbIhEH+OEltZbdKzEwn0ldDFkpGSj5oZpvVn1pkAyYNWfe8n54zgwtZRIkyfTG92vYLnuYznKpKu6PmaWXWweKap6a7qfsspeYudiHltN4wcy02BR/V4ZIrVeH9HYSeNduRgGlbSuqntBaIiUkdY75DRuqgxH11BYcxr/fiRLOaWA1GosN8uiGPXipc32dtZLfRec0sBQKthqAbJ1rIQdG4fw7u/sxas+dCvufLytDOEEtBCni8Lzg8SbGTfrNrNgvvfwLD4etXWpRTtcl+2cAADcebDz829F2Icr/Fql9bp+z4G2F8RpvVkXU+/KaUZwalsqh36xi+BUD0R0Q6TTqbTeXutlAeA/bj6AK6J2H5vKBSzXffU5mK451RdkNJlRcFrrMjhNuvWuknIaGSI5lmXcEClWTlPBqRHlNPk9TQgFw+MGELaxOHe8jHLBSXwevUCbcg7VnBp+7+88OI3f/9Rd+OPP7QYAbBkt4YLNZePKqe7WC4QbEWmzEWbtoDnVjVQhx7Jw3sSwml/Tbr0039Nix7aEUk6HC45SSykdHYD6X0cPThtqTjMWTemf2Va4Web6EhPlIiwBpUDoyqkQ2c7dhB+VLdDahWtO+xf6bOK03mTNKY29SzVPjZ+knE4u1lCwrURP3ZWgVh9AeL3Woy4Faedows5QToG4lEFvzUQBxOEZXTn1lFgxuViDH8gwrddOBrRZ6ziam/P0JjhTCVZM6230LfnSrsN45b/dkliTVdPKacFJOJXX/QBLdS9Rj0/j81DGdauU0yitlyCxKHw+9TltboyUhWML1L3YMLSdTY++C05pN6DkWLFcbFm4eMdG9ZjFmovHTnWmPjYop75MvJlxcGrmpluMoQAAIABJREFUZnztR36If7r6YUgpVc3pzs1lbBkt4a4ugutWHJ+Ld8to0ekHsucF80LVU/W+2Wm9ZgyRdBxtEdLNZ5FQTqnPaRBgejGlnBpYNNyomdWMl4uJYNpon9O0y6W1OsppHgsrMkTKQzmdbxKcGnHrTZ0r7TrTRF/3e99hDgKJ3/3EHXhiOlZOTaf1WlRzalg5pff4tv2nYVsCF+/YgAs2jxg3RKLPgXZrt20Ywqkeyj0Ys9BixY3q6Rw7dFW+9ILx6PdacCqEmgPI/NAWQrWSKRfjVDPHstQGXZYrZCL1LJXWq1IfS456bpZyCoTzZ8ERiU2PWa3mtGBbK/Y5tS0LliVgibDWcOcVV+M7Dxxv+hxmbYgFi/B7V6VThmMubXYu1XwVMGzQ/DCoPWC76PNSXHMaNFdOha6cxo+hUoZAxvcCBRDkVwCEyimlJpPr++bRojoW3TNZaxVfU98Ys6xkiOSp4DR+zF99+X7sPbGQ8KyJY6WkckrMV8LuBeVSY3CZLn0AYoOkkmOhpB0nq4VXOkgNf9Y8nLQtgcVafO7teF70XXCqlFPHUhOIYws8c0ecGrT7iVn87Ptvxn2H26/DoAFIKafRJELQG2v6ZlyoeVGfUxtCCPzEhRO46+CM0degIvh0QXKv6W6nF+tq8M1uJdNbcJEVNCzVPBQc0fT3K6GfU6BtREwv1TA25KiFSqvd73Z52tlj6uuNwwU1EQDmDZF05bSQUk67rzlNBvIHp5Zw86OT8c/ySOuNlIV8ak4prTfeobYtYeSzoGuJBmdSZ0yOG8fmKvjBvim8/Oln4beefz7KRXPBKY1/jiVQKpivOdX//vf+6rPx9LM34ILNZcwsu0abvKeV07M2DGFqsZbLtcp0DtXDe4GEG8TZST8eBaf6ZoVtxWm9NNcLIRAE4cJaD06Tymlnab10z24sFxruW3Xe0fdV14djWRgvF1Var66clmyrtVuvHzvcO7aF/VEJz0dueqzpc5i1QRkmausEQFNO9T6n0WPGtGC06FjYOlbC7W97GV7/kxes+HqbtHKTctEJy4AC2XRRb1lC1T9nuazSOQBxoElO7+PlApZdX6m/x6PgVDdEonsrax6mVN88jfPOVPygc+WUmNayhKquj4ItEp+nnlUyrVzOG9Ny09klAFAuZCun2Wm9ydrT8OvmymnBthIGp+10E+nD4DRMgRVRuwkg/MNocgOgBvzTS+3vmOu1puH/yXQK08opTVAzS3XV5xQI62ePzlYSgUyv0MBz3kQ58fNeTZGmFmvYMBwppxnH6iU1NojMJ9Js2zAUL/i7CF4ya06DMK1380gx7hFqIDilBf47f+liDBft3ILTetSKiEjXnHbbNkhP56l7En//rQdx/5E57ff5GCKFyqllvI/qQtVDwRYJkwpTKaz0XtDOJC0QaNzo5lpN8/hUuHD/gxc9CedNlFE22Cal0RApH+X06v/nhXjdj58LANi5ORyPDhlM7U279W7bUIKUwNQip/b2A0o59SPlNBpv6Zp4ydPOUo917Ky0Xmo54GO4aMfp87ZQc2i2chrf8+l6Knr8s8/dGAenqbYHdN4114djCWwqFzC7XIeUMlFzWnAstXiUUuLRkwuJ4+heFk5UvgD03mmAMU+61MtPBWTKEKnuqWAiK8Vx+8bhBp8DQjc10o36Rkt22ELPC1ou6mmc049T1gILmo8odfPwTAUbhwsYHXJQqfuqzOuEHpzaqeA0mhuklLh13xSklA3OxYw5AomWJXdxrNL43uv9mmteoHrGA41B5WxUyqan9dImXHoDD9CU09RxRjNaeNFr6tfuSsqp3kZzMJVTN1aJaGB3LIEXPWULvvJ//ySAOBjrRK1Qab2aZO5kvLGmbkZKh51eqieULxoQTCq0J+aqGBtyGhpC9xqc1rwAY6Xmymkva/50wLB1rIR73v4KPOe8TWrh4HbxHulBoZ4WMblQw8RIUdmzmwi8al6AnZvL+L2fvhAlrWlx+jx6fx0/MVikldNuP2d9x9QLAvUZn7Mp7Hdloj9oGmWIZOVjiDQ2VEjU55QcC67X++vQueoTAR0fMHM/U3D6pC0jABApp2Y2sfRWMsUcWsnEGS/xRLYz+jvSC/heSLv1bovct09qLRSYtSNZcxqbvVyweQQH3/OL+MmLNqvH2las4NsqOA1rTsNN6rRyurIhkiUad/BpQXfZzgm1AEun9dJ5V1wftiVC5XTJxXLdT8wjBVuoxeN9R+Zw+QduUe3pgHAcpWOHdazhfdHtBmIeBo1MSNxKJqlUZbr1apuTWfXTetAKxMGk/vN0Wi8QZgi0qtWLNzr0tN7GNEs63vRSHePlAsoFB8tazSll142Xiw3PoXXAvYdn8TufuAO7nphR1zyn9ZonCNrrc1rPWLec1lpi1VwfBctKKafxdUKZH4m03NT6RSeuObW03qVCPdaxhFo/x66/zZVTXZ0tWCKhnLZTVtR/wannqzfDol0jO1RSybX3VHSjdbLAosFFD1L1G14tMg0FFTQozS67UXBqPg2QOD5XwfaNQw0mDyYWtko5NWyIlA7eRoo2xkfC4LqXtF496NSDxVNRcOoYDE6rrh+nmhXs/GpOU83r4z6nZIjU3eeQrjn1A4nnXziBj/z286Lfm5+YSE1xrNCq3KQ6u1D1MDbkqHEDCAfhXu7pmufj6GxFjRuF1M6jvhjvlQOTSxgp2qouOhfllAyRjCunSWUZAJ561hi2jJZwwyOnmj2tY2QqrXfbBg5O+wn6XDxfRqaDLUwyNEMkuo8sIULlJpBRFoQTPTZcAxQdK9MQiRbawwW7oQfq3hPh5shlOyeapvXqwaljC2wqFzG7XE/Um9Lj6FbPajXjBbFaXLAtVVrTrXJq2riMaUQ3TgTCtY6UMpnWG8TjDvXR1se60VJSOaXrcVQLTsf14DS6rhdrXoOKr6MbhRHDqcyg8PW11xkpYjgqCaG/gTayy0Vb3ZN0DjQ3kGfDfMVVP2Pl1Dwr9TlN99/V0fs1V91wI+yssSGUHAubR0qJloNk6JbVpzRbOQ0fV3JsrbbUSnxN6CWX6WMD4fV69sah+Hs7FZwOoiFSzQ1U+o6Tko5LTnhjkQFGJzeOn1JOqQcbYXKRCcSD1fRSHTU37kdVNKi0ECfmqjh747ByDiW63a3ViWtOs1vJPHpyAVff37nZQzp4y8pr77XmVC8en1qoYVO5GC+eDCmnJa29gZcK9kzR4Nab6nPatXJKu8FObPNdLtpx6rPhmlAg3BwiQ6TwHMy9TxSc6uvOoYLd0732+TsO4ZUfuEWp+HHNhvn7+fGpJVy4dUQtrstFG8uG0v/1Ws2tYyWcWqgabcGiWoBp16llCbzi4m24ae8pI2MREI/jlpbWCwAn2RSpL6DrrB6l9Wb1byRsIVQvPXqcJQRcX0LKcJxLK50lx8pM66VFVNaii3jG9g3qeOmgmY5fqQdRzWkBM8uuWuARRceKN7j95JqCfkbjc1hT2747ZRasXOUPfZ5kiFRzA1Tc0HCoXLRRdQM1nwsRb5joi/G0ckoBrB60Ulov1f0DoYDQKh0yrVQBSJStpFvJAKE6Si22qAc0rYX01E86jmob48YbKR4rp7nht6mcZq0h9fKVqufDtixcfvE23P62l2NjuZDYMKHNs3KilUxy/aKzdbSElz39LFy2czxhHJdlREfXY7I1mJU41nYtOHUsS3mCAAOa1lv1YjUqK6VhpORozZI7Seul/7W0Xu24RcOKJrVDmVmuJ4KYuEbN3MLw+FwVOzKV095fY6TkQIhsdc4PAvzX7U/gr7/2QMfHjV0ak7t4gKYu91hzque4L9Y9DGvtiYyk9bqBqm9Kp5qZNkRKDgymak7D92DIseD6AZbrHkaKjhY45uDWqxkiAWYD4IWqi7FSIeFyWIr+tm6ZXKxhoeapDQD6nIcLyUWuseB0y6j6vly0jbSEAuLP0rYEXvCkzXB9ibsMtrSi9zi96L/8mduwVPfxowOnjbyOSuuNPuPNoyVYIs6mYdYWT1OhdEOkLPTAVVeIKJBztPpxemzJsTPTeoFQIcgKTr/9lhfi46+/FLYlMFwIN9/S6irNndWo5nR8pIiK6+PUfK3hcQ3poNoGW7rmtBr9Ld0qUKxc5Y/XoJz6Kgvq7Cgzg1Qf2xJKiWqV1ksBQVZab8GOnaeXaq3TettVTi0rvlcoONWVUwpOS46l7slyVEuYrrWteX7cK9PgOpUJkXLldlRAdvadvllWc8PMFMsSmIiyDnWncrpmdWfeVmm9RcfCJ3/vMjz73E1x6rptNWR9AkhkhxD63P/uX/kxvP1VFyceP19ZB8opvZmx653WvFgLYjqqOU0NQL6WfgOYN0SiiySuOU2mgpiadFw/wORiDWdvHGqYtLtRRtI3zUjJTqRf6fhSou4FXSl39D7TDuNIRtF1Nw6cerCjK6dShjcpDfJmak59TTlN3uzGW8lk7FDR5kOlywCGJqDhog3Pl6hEJiR0X9Q835i6NrVYwxs/dRemFmvKEAkwF5z+7dcfwF0HZ8K0Xr3mtNe03mhThq5x5dbbYIjU2/1c9wIcmVnGhZtjU7Ny0YGUZsxU9KDusp3jKNgCt+03EzAC2copADx1W+honV7kd0varZeUYE7r7Q/0XX/dECkLfV6njWJLay/jWCJWTmkTs2Q37S05UrIb2sgAoQnhz168DUC4KMsKBpRyGtWcUiBBdeBEQjklIx1tDPO1mlPHFqh20HQ+Cw5O8yfu4BCnslJJ0FlRZgapPrYQKqgrJYLTZFpvybHw+p+8AJdH1x0AbIpc5B3NYXWp7jVtJQPE45y+8M+qOQXi7LPxcgHDRQdzFVfN8fNVD0OFODUeiNfSca1t/D/3Oc2PFdN6ZTyGptHXAqFymhzL9BYwKjjV1qaxctq6P29sfBRnqiSy96gmVc8+1cS+yy6cwDO2xx1WbEsk1kjfvv84Pv6DAy3Pof+CUy2Qy7ox9SCmk1QZNZFoKRx5GiLR652MFmVpMwdTwcvkQg1ShrVX6YVhN0FjuofbSCms4ct6r73IcbfuBR23ZqH3mXYhs3ox9VpzOl9NpkQORfVItiWMGSKpzzWxO9WbWpf5Otrx0ws+KbsLjqimlOoyl+o+Roq2Wij+2RfvwzP+7toezjxm18FpXL/3FGaWXWWIBJhJ673n0Aw++6ND+LFzNuJXnndOo3Lawz1N7yttBKRrNkxlXCzVQkdIqrsG4rQrE7XjdL07VpiWdsl547ht/1TPxyXqSjlNjkHxZpyhtN6UWy8Qjn0nDQW/TPscna3gz794byJzg+Y1N5ob2ll4A/EixxJxlpNtCZQL4bwgEP7+vb/6bPzxS56cebyRorPiomu4aGfW+NF1S5kdZC54MNWnt2BbDcFMsiWXTGR8VXscFzg4yJ+0UlXXglOqaae1hGXFQZ0+1m1IGyLZFv7hNc/CT120JXqsUGvXom2haIdfL9W8RNeINOpaapbWa8dfU7be+EgR5YKNSa3UYbHmNcxZyhBJKaeU1utzK5kcWSmtVxfS3v2dh7HziqvV76raPBoqp8mxLKmcug0/a1VzmjhORlpv0pk3QznV4o+0UJY+z6/uPoorbxmg4HR6qY6FmqeU09hGW78xu1ROo4tB/+D1N6xoOGik4OTEfNgUOf6AzaYPU175eLlopM9pOmgbKTpRqlXj+YbtYLornKf3h4LSUe1zpQG5m7RePdhJ91ekG9IWZpxisxRxIFwAmQhOpZT44Pf3YXqpnpiEiraFVFZaV+qaUk4L4flW6j7KJadhN85ED0mysgfCz9dRGxASH//BgUQ9QqdcefMBbBwu4PNvegFe+aztCeV0qGD3dE+TckoL8LRbrxChlXuvnzdtJOmL6zg47T2w0w09AOCZ52zA/lOLPR+XUMppk8nS1CKHxm89vtg4XGgwrmFWRghxUAjxgBDiXiHErk6f/8N9U/jqPUdVazcg3vBS90sr5VT7na6EEwXb0uriwuO+4Emb8eSzRpHFhqHCisFpuYlyql+3tmUp5fTAZBic7ojqp3S3XrXhnWpfVtBqTtNz8KLm/Ep86a7DifdQx3Q/YqYR3YcEiJTTVFovZWFZIk6fTbTbiIJTChDpui9G5o7DBTt2QNUW/Cul9Wa1ktGv8WzlNDRESm9Yk4KWrjlVab1u/PezcpoPcRuq5o/R3aOvvDkZwNVWUE6LKyin6fVLM/S03kxDJKsxYKVrVIhGASXLe2BmqXX7t74KTo/OVjC1UIuVU7vxxtSdpzqrOSXlNPzeD5JmDaZrTmlBTG1vyEXLtCHSXOQUuKlc0C6iOEWpU9JB20gUrGSdrx/EaZmd1j2qtF6lnMY3ixCia/UxoZymFqw0IdiW6KlHK1HVjK50RX8kSpPtlUPTy/jA9x8FkNz9siyBHRuHG86lU+i9KhVC84S6H2Qu3qZXGETa4YSmbNlCqAXcIycX8E9XP4wb9nbv6Lr70AxecfE2NTbo9/VQ1Oe027pNWhxSgEi1aokFgt27+60KTot6cBq3G+iVdDrsxuECluo+ppfqRlq9uH6QsJon6P4wFpym/g56DRMbKGcoL5VSPldKeWmnT5yN+n/qLow0f9B41Eo51V21aTywUgEr3Q/tXD9vvfypeOvlT2v5mNddei7+188+teHnyfS0WDndP7mI0ZKDDcNxvSDtf3opBRVIriv0mlMg3Cz9yXddj2/dfyzx2n/1lfvxcx+4JfN8OThIslB11ZqnF/QNgrivZKwgnlwI123UDkvVnAqt5lS7tjePlPDUbaO45IJxALqZZ6xSFrRFPq3VKq7fui47Yw2sm0cmg9PwXpkYKSTUVYJEH2Xql9r4UWm9bIiUG0oka0M5zdpU1zerQtO41HyrrUsWo4yrLOW0k7TektO4GZOpnNpxdmi6pj/LtX0lgaivglMgNCCJ+5y2Tmno5MahtQvt7Lopm3vTQSPd8CcpOE279RoqNCfFYLxcVOoaOex2s6j1UzdEuWg3dVz0g9jFrtrhDi+9z7GrXTItpmCLLvucxuefVk7pxrUtYSR4DNNtw2OeO67VCpYc4y0A0orUzi3lxPfdBKf0HowU7YSzm5NKe5tc7D1lUq8JdGyhrikybOjlvqvU/YTxRCKtt5B0JOwUmrDpXqJJJdHDKwqAe4EUFn1HkzZslgyk9dJnTe87jRG/9h+34fIP3NJzmrubandEmK6xT7v1AuEursk0eqY9qIWKHpzS/BGnwbdXc0qLcP3eLdhC3WftfL4/8aTNiT6qWVy2cwJv+KmdDT9Pt0Gg4PT4XBUTI0V1X3q+zHD+19N6kzWn+hp096EZLNS8RBZJ/Lzs+4/TKpO8/et78JYv3NPRc/S2MIQ+XqfdUWtegKMzYcbbBZEHAAUFlhXXnOppjEXHwvf+7MWqxjTdB7JctDPr+PTHZEH3g74GS6b1aupt5Ay8KTJESpNufzZcsGGJpBEUEK7lXG4lkwt+G8GpXnOaXhenM+TSQoKeTksvUUoop5TW2zr00916s5RTKo/T14q2JWCJRv8V+l2n9F1wWveCOP3Saiy6TSqnXdScak57Cbdew4ZIdMOTlXdJk8mB3oPga/ccR83zVVCxqVxQ/UHTLmwdnXeqBnC05CQWDPpg6Ef96IDO00ppciB1SE/XBsKBv/ea01Rar6acmujhqbcIOk8LTkcMpfXqC5b0wn/n5pHE913VF0fH3zxaUu2Z9FYyhG5f3i16cKq3kqFFbC+ptxXXT0zGVkpVC4/fmyFJJQoQaVdzKLVA6PXzrmal9UZfmzCl8jOUUwDYH6UtHp5e7un4dS/bmVWIMIXNVHqiSuvVg5ioFRLTMRLA94QQdwsh3pT+pRDiTUKIXUKIXZOTkw1Ppo1RPSWfatXomm1liGRr8y89Tn+4bcVpvXn3+0ykp9mxIRIQ9Y3UguS0W2+ilYymnNqpTb47H59OPK8duu1hvV45vVTHVIdto6665QCe+Y7v4rS2yaoHXQ19Tt0AR2er2DxSVOvNmheoa5NqTtMbxoC2qFdpvZpyqoJTkZjPW98josFdOlSmkq8HAKNKOS3iSVsbU9/T2XtFx4JjW0h3v6i5gdpkYuXULLTsbDUExO7RQYMLdHoeTQsJ6WuyoAkBQBxLNTOVU8fRAtJ07BK/tlBp6/HrWYkA+ft//jO47s9+pu2gWKfvglMADcppIdVKhuhk4I4d9sLvPT9I1bdEdY6GlVMiLY13U09J3HVwGn/02d149zV71e71xuGCcuqi1+qmrjL9nHLJbkihI/xAxspph8ERvc80oI6WkjdLwbbUQqcT2qk5dSzRYPzUDbpR0XkTcZptuegYWSzri57jc5XE7y7ckgxOe6k53TJaVLts5WJjWu+kgR6SJ+ZTNafRPU1BX7fBXd0L4AUyEdTpkz0Nht27ZcaOyED8ng2ldr573WHOSuulsS69698N6ZpTSlMk9vVYf1r3ZaZyCoRjhqlFdvrvAMKxmxdRXfHTUsrnAfh5AH8ihPgZ/ZdSyquklJdKKS/dunVrw5PnspTTaPxV7qYtVCH9PlXBaepzpfsh7883rZwOFWw1pmweKeKFTwmNbcggJwgkfL/REMnVHIrT9bY/2DcZPSb+W1YyEuRWHkk8XzZsoK8Etcz63B2H1M/0Rb5STrW03mOzFezYNKw2wVxtvUjjclZLo9hIJkM5zVjwA2joT6+j+zMQQgi1cakfh85rU7mA51840XCsIRVkRIGzbcGxRFxrq/XkVe8FZ6QYRV93Nis1ojGh7suG4LRBOW1I6015PqRUTAowhzLUzcTjEq1kklmfRMG2GoLjdFbAk88aw1O2jalWN0OF5pmYafoyOKUggiYq/ebUaxM72U1N53p7gcxO6zV0M7qpAVT1OTWgnFIg+OjJBcxVXAwVrERz5aJtda0ONtScFpMGOfqumx9ItdvYqXJHwZuqOU0rp1Z3ab3JmtNGt14gvK56TWOUUiYMkTZqi/2RkhnlVD+G6yXPt0E57cr8Kjz+ltGS+lm52JjWO2UirbeJIVKsnHb3fsVBXXz9JJXT9tMCs6AJm85T9YbVguGSAeWOJh190qCFeTeqeJqG4DQ16e071VvdabrdkU6pYBtM6w3/T2dzcFpv50gpj0X/nwLwNQDP7+T5cc1pvAlI88dCtKHSjhMpECsA+udqR87SQP7BqZNQccOvxyP1dGKkiD9+yUW48S9egqefHbZG0rOG0jWnjmaIpLPn6Hz4eG2sWMn7gJXTJL6UHZfk7NgUbhx/5vYn4oW/dj2pNaGW1hsGp0MJ4z4KVEnNz8oUSTubKmfcoqMZIiWD04lyEc2wrcYAAIjnO/04ZMq0abiYmNOJoSzl1BJodOsNtICVN0dMot/vzdagvnY9ptN6a56f+MzTGxfpOTitVFIwO7SScqqZd6W9bPTXTt8DutmXzq8+71wAYSnIUIvNGJ2+DE4blFM9rbfYnXKqp+LUPD9KBdQKyw0bInm+VPWUQEbNaQ+voysqs8t1VR+jp42EwWnnx9ZrToWguoT4c6CboRSlg3gpd8Z2ocUk3Xwj6ZrTLtN69eA6vajX++f2WnNKi236XPW0m+GiY2SxTNfsL/zY2bji55+e+N3OtHLaRdqkrpwSIxk1xp2mUaVZqLoqvR2IDJGi64h+3u2mEAXlunKqL3CVctqtMpvKDFAmUql6o3qPaatxkK3thBfpPjcYnIps5fSxHpXTZjWnAFRa77HZipFNISDp1lvg4LRjhBAjQogx+hrA5QD2dHKMVjWntAZr2UpGD0SplUwqYKVAwIS7eiv09DRad2yK5tXNI0UIIXDhlhF1foGUTWtOlYlNk3pbfeN6pQyevNOZBw0/kA0b/ytB4+fUYk2ZxNRbpfV6AY7OVnDOprK6Fupeo3KaNd7RZmjazbRccjTxQCTc97MCScK2sq+jLMfgX33euXjnL12sfkZzHz02bYhUcmwUbKuh40LN89X9xtefWfRMiawhLQikGjtdP2hQPqtukAxOUxsXpZTRUfr5pNKvFCAmVf7Gaw0I1yfp2mb98TovfPKWpufYjL4OTvV+YYTeD7Mz5TT6P5A4OlOBlMD5E3GdoOmaU9cPsH1TnOrZkNZroAZrseZhZtlVqp1+QTmRclrz/I56kOq7wOWCDUtTufR0zKIT9ntztTqNTqD3mdShkay03i4CyFaL3yHNEKnXtF4ayLMsucOa094XUzRB/Pql5yX6XwLxtXvueHiNdbPD6QcSlgAmRuLJcTiz5rS34DTdg9K2hKrHorTebjcLKKjTB0l9PUxKZNdpvU2U07ShRa+bWtUMQyS6N5brHnZecTX+8v/c1/XxV0rr7TU4DWtOsxfjRcfC5EINL/mXm3DtnhM9vQ79HYma0y7HijOcbQBuFULcB+BOAFdLKTtqakzB6XyGWy/RyhDJthsDwqTRlVixNsoUibTe6LzGRwrR//HYS/dPEDSvOXUy1i06+li30jTEymkSPVurXfQ+0ctRoKpncqjWHdHaxw8klus+dmwaUvNU3Q8alNNMAzjNSAb/P3vvHWfJUZ4LP9XhhMm7szkKaZUlFEkSJspEm2AbE/wZ42uDA2BjsO8H1+FyjbE/J3yv07VlHLkGG2yi4YIBGwzIBIEkEBISSitpc56dmRM61PdH91tdXae6u6rPmdXOznl+P/1WM3NO9znd1VX1vs/zPi+S8cJYsiegZ8FznJz8cn6qijk1C04v2jyN19z4OPHzv7zxqfipp58v2uHomFPZHDILTjOjy3G5xGgR5YLTwXEs70sDqWyO0JM8eYBi5pSGjCrzvXL7LN74rD24QQoWdZBbX+oMkQDgj191DX7mGRfkfuc7bOCcQJJ0/Jc3PhUf+OmnaJlVHc7O4FSqDQRUQ6TsxtiYbGQ1pxx7U/MPcmIDRt9/NIg4tqa90QCdW2/989AAX+pFOLUcCPMGeRC5qVytsFhOAAAgAElEQVTj4l/5JH75w9+yPjaQZQgpw+07jlicG56DiGMI5jQ5D02yA7Jet54DalmGnQIVdwSyXhp78oNG+6p2w00aLQ95DvqMuk1Ow3Pwb295Ov78R68DUL9tkOc4Qr4GJPfcSV3XCMMaIslmSEBy/UnuN6yslzYe8oTt5Nx6KelU716ImlMKTvlgcNoYgay3rM8pZf4/8PVHax+/StY7bM/TcubUxYFTXfSjGMeWhkt0qMZOAOB7bJzhtwTn/AHO+VXpf5dzzt9pe4xTGkMktR6wKEBL/jYYnMr7H89lWtfRlYDM8KrM6XopOKWPHMnMqdznVGklI2P9ZAMzLS/X9qhqHRr3Oc0jkhLippBVO8sa5pTWaTXo3T7XFvcwkAyRSO2lk/WKPZiTKaoaroO2XHPqOTn5ZSlzyvTPECVtikopgKTe723PvzRjUr28HLnpObnEHiW4kz6nY0OklUC+5lTzd7l+PYwH1rVeEOWCP3WOuWbXHG7ck/WCHmBOXQdvec7FA3JhFVkCI5PpqmPtml3rhGReHF8Z2zKu2D6LJ5y3fpUHpwpzKk8CsvzTrpVMGpxyjoePJcHpLik49dIM18hqTqM414uyNcKaU9rIL/VCnOz0Mddu5I7tKxmx9331EeNjh5rgVK79lV3oojibxGxlpbRAX7d7PZ5x8UZctDnvLtdwWU233uQ9uow93YORBKdBXtYLAL//sqswN+GL+2ErP1JB379IHnb+ximxcapjiETOknNSzUtbJIay7zWsIZLaOiGpOU2OvzykrLerZU5HWHNKbr2KrFeegEdhyKMzRPLdZKI/fHqw9YQt1KBuqumJzdb8ZANL/WiojXA/0rv1AskzQg23hw3idW69VHNat5ftGPYIohiLaV1p3hApfw+K5i4g/5zS/6stgib88k3UqCCvF65SczqfC06T10WxVHMqzS2hZIiklkdcs3MuSWRVsCcyxq088ohie0OkZclQTrfeRHzwPgLJ/pDuYV8yRKJEul7Wm2dOAeDtL7ocL3/Czqzsysm79W6cLmZOPccplPU6rFw2T6Bz0dpCn7HpJceOFFlvN4igOviOMRrIj7vu2Zd/F8Z8YF/RC+OcL4WauDh/4xT+/iefLPagNu64Mkh27jnFhkg6eA6rlO3SnmyyIvF4VgWnNPHTl7vhgg14zQ3n5ZxJqQ7LdZjVgyMMkWKOvceW0fZdbJQyVpThGlVwGkY8JwdqiqwVTXb1N1K0AVjshzi5HAj5kVzT4Dms1mYzz5zmGWxXZk5dJ7dA2wZHtEDvXN/G3/z4EzHdyssMfdepJfWkza+uybCQtYzAXVXUnErn+YFrd+D2X3uOqBscdiOeMafFGzz6nnUMkWgjpTKnQH5xHVbWS069G6eT5y2R9RJzmrr1hvWuFW02ioJTmpzr3u+slUw+OJUDsYbnjq7PqZLpnJ3w8fCQbV6AQeaUMSakvaQgUQ3EbFBqiOQ5ou3IsGUT9Pa8W68Dzuu1zhrDHHftX8BP/M3X0AujnBN6jjlV5rzSPqcSw0g1+2rbgzMm65U2eaTqWKdhTjNZLxebepU5VZ1aCdfuXgfPcXJBUFWcRfNPnT6B5yJizq2NEpf6kdgI03ohy6Vlt14pN4JLtsxog1PaFzXLmFPpb6984i5csmWmsM/p/GQxc+o4+vW/7XtGwQKQJVKJcXvmJZvw1udfggs2TsFzWM6lOPk3M0QaM6ejRZWsV55L+lE8cP37Ubmsl0BtJU1ZShW6mtOyfryEdRMNrJ/wS19DezLVN0XFigenjLGHGGPfYozdzhi7tey19PBTse7G6Sbe/qLLcxfliu2z+J4LN+CanXNWDw4tAmHM8fDxZexaP5EzsQGSh3gUDyPnHP0oFpbdQN44Z9jz0ADmPKn7mVWZ01TWm6urMNwUyg8HBe95Q6TsHEn9Rz1ZL73PL5B9eW49qR49/KrBEpBNznMTPk4uDydV1cl6CTRe67gNywiVgEIHmqjqGCJFqXmH7DRMQZ58zhPL/aEkyocWuphpecIWXTZEGl7WO1ir6eQMkYZ1641y56F7kpP1jqLmNO2Z6yj3ev1EAw8dS3qRlm30q6AaIgHATIuC02SRUPsC26BfJuv1Xcl0ZMjglAyRpEshnrdx3emK4lc/cic++53DuP3hk6LelLE8c6qWVbRLmE/HGQxI1ZrTYca8DeR2HqLmtCQ4ld168zWn8QBzylhSn/Xqp+yG57LcNapiTvvj4DSHMObWLeaW+yE2pInRJZL1Si165LmJWrScv2Eyl0TlPDM9pPEw09bsMbx8Ql+G4ySkgaxAAyA+mw4Jczo4r0403FJJrwxV1jvT8vHTT78g/TxOzqUYSNa8sSHSyiAfnA7+Xd5nBWGsTao3pD63RcRF1le0XnJPlvUW1Zzq8Mevuha/9v2Xl76GnhG1HaKKM8WcPpNzfjXn/PrSDyOKeIsv6MbpJt7zE0/C1rm2FRtCm5qYczx8fCkn6SU0ajrEDpxLw67I2u/E3XOI4DTKZ1d0Naeek+8t+MiJfJ/M4s+evOddP3wVfueHrgIgGVOlk6rnkBtwVv9hy5zSdyjM/NR04AxLglN6UOcnmzi2NFxwKlp/aMYqLV7DMo7iGpXUbVFw3K3DnKbmHZ7rYKaVyDxVp+zJhouYZ60h6uDQQhdbZltZsb6TWZCTNNBWqkWolvUOJ6NXZb3vePEVuGjzVG5ibYyg5rETRFqWaN2kj33ps6vWZdtA1x+UNlfEnKp9gW0QVMh6s9cNF0Bynph4sZwhUsZujLFy2DyTbKIPne7hVNpGZvN0qzQ4vXLHbOHxMjf+bHzIyRlXYlRXGrr61+dfuQVvuulC7FyX7RUoeE76nJrVnPqug+97/DZMt/ycIuiW+45W1mDT/DOsf8G5glhKiJtiqReKRHtHx5xK7QVpfrpq5xyA/LigxN6OdRP44M/egJsu3TxwrswQST8XUqmGPK7L5I0U0KrYMNUcMEksAs2/ur1KIuvNm1rKhkhRjes9RjHkXJSuDCVS5pJ+FOOmSzfh7d9/mfi9K42JonEm2PK6zCm1knEcKVCtPtaW2VYumadD00+egd94yRWlrzszBR2GUJnTMjQtA7xYynI+cryDp+4ZbCo+CtdNINuAyQNHLmJueM5QzbXV/qVzKfPlDzCn2Tm+e+h0ZaYCyAKiLTOtnAwTSAYqZRPJcKm2IZKoDS1+uGrVnKbv0U34lDlcN+mLGri6KGNOd6ZOunuPLePCzdO1z0H3uaxuizGGlu/UMkSKpI3U+skGYik7TGN382wLDxxZwsnlfo5htcHBhR42z7RwImWrPYeJhXIhDYj6Q8p65cAub4hUnzmVZeskP37qhRvwvCu25F43ij6bnX6klaLTfQEwlDmMNjhtqbLeIZjTClkvoW4SgpA4TCuKlxE7rY+hx+bU9fPQqa6YX3esa+PuAwviNfLa5Lus1HiDajtdTQCQvD/5+y8992JcnQYLK4WcW2/6ubbOtvGmmy7KvU7HnKoGR6qRo68E3GGcbP5f9e6v5EwTdaB1Zlh3+XMFYcwR82Q/p6pMirDUi4Tp0FKPmFPpnlGSIeLYMNXA/lNdvPDKrQD0ddEAcO2uddpzqX1OVTRSEyIZZQmY2bavdeL/+WdfiNfccF7h+9RzAvr6Q082RCJZbxANECAmta1jVEN+jnVlKDlDpChGL4iwfa6Np16YxSvUKjKQ6ttVkBJE19bFBKq56k2XbsK1u0YzBzc9BzNtP+d1osOZCE45gH9ljHEAf845v7nohWrNaRkaae88U8huvZ0gEg2L1WPKmf1Hji+j6TvYNF2+gKgINKY88sZtWBmgyj6Qdlum4lVZ731HFvEcg2PrNrFyJtiTgtNYaohtb4hUXk/pu06tOkTaMKgsk8Oy+7F+somTnSAXnNlC7XMqYzcFp0PWCtJ3Kas5BYCppi8YSNvjEys7N9EQgZ58zi0zSXB6YjnA7nnrUwBINrMXbtogPqPrMBGIURuKuoEFZcJl4xQdc1rn+PIz2tUYYBFGkdTqBPrgdJ00gQ8VnPLBsaTKeodjTnlOGilDXiCHrsPmg5vSTNY7Dk5XEmSycWihKxKX29e1ceveE2IulTe1j99RvpmRa04J8h6YnuPXP3PPSD5/GWhNi2Je3v6GmFOpxjmMOe7av4AX/OEX0mM5uX9VJ+Ag4mL9OCCZxenUBzSvcMuA7FxFVh8ao+lUz4e036Px2pEcacVrBHMa40VXb8cPXrtdJJVl1ZIJiS+Y0wK1055NU5W1djL++/dfpvXemJ3wMVtR25d9JupzqmFO02QJkG8lIycR+2GMijhiDENUyXpzrWSiWJTL5OdIJx1fcSFxQfXQdQ2RRJIlrV199489odZxdNg008LO9dXk0JlIh9zIOb8WwPMBvJ4x9jT5j4yx1zHGbmWM3RoGyQc2oaKTxu72br002es2/Krr5hve+w38+sfuMj4HgWoNfdfBTz39fAB5uZLvsaE2aWrG5dItMwAGsx3yd6EaocrPTgGR7F6YzsrthptnTqOsD5NtPzbKNhcFh34qsT5l+LkJWc1pfiJu+a7IUM5PNsA5BJNni14Y4cDJZFOhy0ytn2xgqunh4bRWsC5oUaoKoGdaXq7XoCnk4HzdhK+VxlKPtLrXKoo5jiz2sGWmJeqLXYeJSXNhSKMc2my0GjLzkf2dFuQ6hkhq8qvtu4XtA4YNjLpBrN08yE6hOqm6KUR/UEXW6zoMO1I7+DpjiFDGnMpyoGGvUxzzHLsGZMFp3V65Y5iBNk4HF7qCeSIJ12KX5PnZPfj+x28tPZ5cLkLQybXPFIpcdmXQx4vjfM3pB76eOeJn/SxZ7ufk/5MaPx0bplMf6YKotYysPtTsWtD6QMHpkqbPaRxzcJ5Iehsuy6mdipjTIrQ8F23fFaVWKv75Z24Y6A1Zhg1TTWypYNer0CgJVChZAujdeuXfjzE85BrzKllvECVuvdSPluCndctAcRIkaxc0JHNaUlJWF7/ywkvx16+pDnZXnDnlnO9P/z3MGPsQgCcC+A/p7zcDuBkAtlxwOQfMinibnlvLrZfeo8s4NJRjPnKiU6ugmB5s33Xwtudfirc9/9L8eUZkiESgDJpsiOQ5LMdm6hZDHUiW5WoG5eN3zOLBo0tJcMqSjFvm1msr600y1EWSFt9leODoEq769X/FH77yGrzoqm1Gx1WZUy+VH8v3kWo17ju8CN9xjDOQhDf9w+34v3ceBKCf8Blj2LV+YmiXVXkclWG65eXqvmyOTxuoH3nSbhySWpb4kqwXgHWSgHB0sYco5tg82xJZOFeS9dLzNgxz6josFxjlDJFEKxn7jZ06v0xr1BZAcq2GXcC7hTWnWXBaxaCXQef8/OTz53GqEwjX3qFkvVGMhleQxZVlvUM7WA9uEsc1p2cGlFDcd7IjxtP6lFJZ6AaYnfARxhxX7ZzDr33fZZUyMLlcRPyOycHAmZUSkot72XMmZL05t94Y+072Bl6j20CSIZJuvugE0YBrvbxPSFhd2291biFr+2I2j1AbmfWTDTAGdNLyDNoPNVwHYZz1rFXlq0WS8yI0PAcf/7mnDvR/1OFNN10oSipWEqohkgzfzUqCdH1OgbFj7yghB6da5lT6ZTeIEPOkrUuOLJJrTgvmqjIptwnkWGLUmGh4Rkz8iganjLFJAA7n/HT6/88B8OtFr6eJwIQ5JVMhzrmRaQLdc1oUdBkBmQEJoxgnlvu1Nv39kgA4OY9dYE04sdTHq979FTztog3id3IdoMqcymym6cZNJ7e959BpAMATzluPh493hONcL5RkvTXcesuMfuT78+UHjhkHpypz2vJdLPbCXB0zsVGvuPnLWD/ZwP98+dVwHYYb92wYPKAGn/3OYfH/RRL03fMT4rrVRZYoKB/f0y0/187B5vh07Jsuy5s7jIo5PZS2kdky0xITncPYwDNet7XSclqryVh+8iZQrXed4FdVAxQFp7b17zp0gki7kMjmAmpSygY65vQHrt2BH7h2B4Bk7lixmlPpew1bcxqnhkgyGmNZ7xkBjb99JzoiUN2UmiQdXOhi5/oJRHEM32G4bre+Jk+GjqnMtZI5wxJWWq/LgmL6fM/4vc/haRcldWBhxPHg0Uwlo24cfSlp4zvJHkPLkmrUR7J6Y9wqKS/rNcFSWvYx1fQw4bviZ7r+k003KU/SKMaAvCu4qaT6/I1T1S8CBuqZVwplhkiJAi4v602SJxKxMQ5OR4aqVjLy36nMqukrzKmb/eyWGIoC9ZnTRGlYP7gdBVb6zJsBfJExdgeArwL4OOf8k4UfJr3OZsxp6sJpuCERjmTpQ6fb8DckWe/xpT44B0737Ddsot1EicytTpb/oWNLuPvAAu7anxlQyIYKdL6GO1hzaiq7jTSTNNWiPfFx60XNqcNYriG2dZ/TiJca/cgLui7jVwS69jSG6OHKMadS2ub4Uh+v/quv4kfe/RXjc+yRFp+iRMqu+Qk8erwz1IYiqKjLJdRlTstqbumcm6abYAw4UZM5PXI6YRQ2TjdFMoL6GsoTX11HQJ3LrZzhHsatV5X1qqwGYRSy3iJDJHms1i0F+NtbHsJvfPxuAMXZ/9m2P1QrmXK33ux71TW+IsRlNadDHnuMctAYP3y6Jzb5TzhvPQDgqw8eB5AEaqZ1/DpZr3xvy9aHlQCNo7L5VlZl3HswST6eWA5EuydgsObUV5nTqJg5VZFrBzcOTo1kvVHM8ZHb9+F9X31YGCBNNFxMND2x4e8EUepO76ZdB/SkBWMZS7Vay32JtGhqAg3fTWS9nCdjktbLxV42FsfM6egg51R0wan8O/LoaLhOXl3iMPFzkeyW9s91g8t2w8X//pHr8IPX7aj1/lFgRYNTzvkDnPOr0v8u55y/s+z1NswpvcY0q6PKenX1LPIm80jaBmSxxqafjlFWrNyv0ZeSNqcdybjmTTddKP5/gDmVs1+WfU51C/TW2baQ9JJbGK2X1oZIcfFmFlDa8Fg8YAkjy8SGWPwrbfznp4ar7r9gU3Vwunv9JPpRjIMLXe3fTVAkNVKRBKd1mNPiBAH9vt1wMdOq3xc2y1y74pmjDagcjNWX9YYDQZ28wR2mz6mNrDfmw/Xw7AZRaVsioP41+u8f/bb4/6LAYablDWWIRLUxOozarXeg5tQyUTlGPcgBweGFZH3cNNPCxZun8eUHjiWvibmxFEwnTZOHZ5myZiUggtOSoFieB2mtvPvAQq5FhFprKh/PS2Wkun2Ljk2VA4NxOxmJOS151v/6Sw/i5//hdrztg98Swehk08NEwxWu690gRtt3UxOs8tZ2rghOV2d0mtWc6gyRkn71NHeSEm9RImVsjEfHKEeUqzkd/LtMbJEkXa059VwmqTzKDZHqMqcA8LwrtgiX68cCZ5U/dNt3ccmW6co+OYA9I0LBaSa5LXDdTB/So4vJInS6G2oLl8sgsnBFva48VisbRcelDOs33/4cPO+KzHRCtJJJ3b36QzCnsrTp07/wNHz0DTem52BwBTObTVq2sl7Zcl8HmXW2YU6JDaTx0UwbFssbZJmNMundpEJuU1P08FMtyd4hTJFCcS9MZL11kiiDG30C3f+ml5g71GVOqcan3fDEM0fnlBfLurLeThANuNhq+5zWCk5V5lQfnNIY+qV/+iYWugH+8osPWjPmhW69sqx3BMFX0ViabftY6NQzRCJzGJM+p8PWnOqZ0+Tnsax3ZSEnFmgN8hyGJ5+/Hrc+dAL9MM71+ayCyjACeWb/TMt6VSMjHa5PmWIgW/NUp3R14ygH2X7qjkrvla+VTn00Zk7zkB2Si3BvWk7DGLDUl5jTRsacUjIwCU5jIRPW7QtNjLLOZghZr2av4rkMQRyLcUb+A0u9bF0dM6ejg8yM3nL/UXzmrkO5v9P4bvqOSOyrbr2kXgSKTeOErPcxlOUOi7Pqk082PXzyTU8zkvU2LJlTdd+iW4Bko6KjqRwxjHktySpQ0uvKdWpJ9PpKcKp+h6k0O7hhqgnXYbnPbVxzqmFOL9w8LdoCtHwXLc+Fy/LHr3ONTJlTG2kCbZLpoXQdBt9xcseQA9LtBsYFKuTAo+ge70rbyTx8rL4pkuhzaiDrXe5H1sFLL4wKa2bpnE3fwdxEozZzuixavWTMKV29HHNacwFc7g/KenN9Tr36C+wAc9rUy3pprH7otn3403+/H+/4l7vwzUdPWp1LJ08GMsMZYPg2LECxrHem7ddmTmljV8icjoAhJ+iYU0pkLfVC6yTZGOaQx19PWoOuP289OkGEew+dRhSXGwrJoCneP8tkvWU1p5duncFHXp8kamkdlpVMgKbmVDEzkWW98ljWyXpzzOnYrVeS9Q7OI989dBqf+vZBkWTjPOtrqmNORXDKMzM4XzN23VUenNK8rFtfPBqP6f5tJk3ALvbCLDgdJ/1GBln98GeffwD/87P3Kn9P/pVJj+YAc+pICZNyh3wbYudsw1kVnNrAdtOpSmL0br0yc5q579nWnYYVzCmZOdmCNvC0GKqTZbvh4nO/+Ay85Opt8Jx8H1h7t179RPwLN12Ed/3w1XDdfE1rLUOkks2HKoUyRcacJuPDTc2bihIedTbL8lAqMuPaOtuC57ChHHuDEqmRDKqFtO11WtS+BMg2Vi3PxboJ37gVkQoRnDbdAeOaUQQtXQ3jmDcPIAl6/eB0Km3hUsWc0vkA+0CyqOa03XDFeUexSSgy9Rim5pTmskJDpBG2ktG59dL88LYPfguve8/Xhzr+GMWQA4KOxPxtlkzT7GpOswSi+F2OOT2z2xMaR1XBNa3roj1del3Wpa7vZX1OfTcpHaL1WP6K+lYy2e/GzGkmi9TNr3/2+QfwSx+4IzePUaCaMKdujjklo5mP3bEfN73rPwDo9xo0Pk2MN89GlDm3em4i66VxRsxp0ts0WXds2wSOUQyZ2OiH8YBPAqlTZDVYw9Uxp1TCN2ZOzzpkzKlh0KVkHXULHzGn7/3Kw/jHr2V9y2wlk7RYFS2uDc+ttdEUNafpIqYrht4004LnOnAclguihmFOZexcP4Erd8zCZWwoR7egQv4lB/Y2jGAYU81ptvHxHDaQQfqVF16Kll+vBUjMObbNtvCttz+n8DWe62DHujb2DhGcZu0/qmtOAftxmgR2+mNTQNz0HaybaNR2613uh6LVi6fIL3OGSDU3Xst9jaxX2kQwxmorFWhRputbaIgkLRC0wbSprYzTGrSiRMHf/pcn4vlXbBmJrLcIMy2/tlsvXVuzmtPhNticc6iPAy3Qh0/38OiJ4do3jVGMQLp33SASxmYUlJ1cDoavOZXeeqaZ04amRlT7uoKWSfNpfZbKmPq5RGvSSqarYU7V4DSOOY4v9XM/r2VwziVZ7+BceOBUBwvdMHfNSA0y2UiZ014WnLZ9V9MzWcecUjnKaL7HmcZTLpjHi67aho2a+sHEECmT9crdH8bM6eghxyH9KB5I1pI6Qi7nUWtO5VYyRXtoYYI1Zk7PPOrWnBLKDJH+24e+hQcka3jbTX9oIOutw5zShNzpR2Cs3NpcXvAnG26NmtPymdhz8q1q6jCnZQ1+ZRbGZkOr1pwmbW+cgazhT37P+XjFE3bVkgFGMUfDcwqDFcKu+cmhZL30vauICJLi2DJfRSY8gFxz6mC27dfuc7rcjzCRtnoRrqrp8yEzhXXrWjqa70DDiq6b79ar8abkSxac6pnT/Scz0yuSt9vUnJKZmE52BQDX7lqHrbPtkch6i7BhqomTnQCHaxh40bU1qTkNoqT9l20dPyHifMCYRJ4rekGMuw8s4Ev3Ha11/DGKoTKntEbMiuC0X+oArkJXk+k8hjWnoia+4rwNV/+cklcGR34NlZ8Lz3FSGSUxp8XB6VcePI6ji3088+KkZc1abyUjf33dXHjwVDJ3yWolCk4nmi4mGx6Wg1TWGybrhrqH0iWCV3vN6SVbZvCHr7ymkBUO40zWKwentK5GMcf+kx2c99aP45bxvGqEP/3cffj4Nw8M/F5e9sIoHgj86ccNSnDKGMvNJ6KHcpE6c8ycPnawrTlVs446rbZfEDTaOvZWGSI1PFaLsaPP1gvLAzsgP5FONL0afU7Lj+84TByz7bvaepmq85S2kpH+ZiMFDKPEaKkhMaebppvYqqktbfnuQL2QCSKNKYsOu9dPDGeIFMXwXVYpJ6Ig2TaJUmTCA2S1N03PRbvhWrsxi3P0I0ykPWd9RdbbGoWsVyOHVd0V67ZuEiYR6fWdKghOL9kyLb0nZU4tAkkKaFsFzCOQmKjVvUYqs6zDS67ZBgbgL7/4oPXx6XMVM6fZ+Rd7Ia59x6fxr4oRhCm0br3SPNsNIjz/f33BqjXUGGaQx3Q3yNzW59rJRiphTs1rTgVzqtRk0r9nWkaZGSKVr31+AXO6IXWBp3lYxwyrTFWZIdJHbt+HiYaL512xBcBY1isH56qKhHOOA2lwuiyt6Yu9AIwlm/V2jjmN0fKdgbFa5ta7WmW9ZUiSJXEm623JwWkmX//ArY8CAD58+74z/yFXIX7nk/fg9e/9xsDv5TEcRHxgn0AElNxRoqEkzWTmVFcjDUitZMbM6ZmHbc2pmnUsqjkNIj6w2bVt01FVK9hw6/VFlLOFJswmYaLhGl8nejiKmvsSZCZy9/wETi4HVoYqQcxLa0n9mnVqUczhulnNqec4eP9PPyXXcofQ9JxaC36s2SDrsHt+YkBmZANTFqK+rLdYSiraOvlOWidVj+1a6keidoXGJNVOj6KVTD/iA0ER3RtKINRVKtAGkq7vTEFw+rwrtuCvX/OE3HtsxhUldug66eA79XupFjG+MnbPT+KFj9+Gv//KwzWMtSgZpx+rMnN6bLGPE8tBbUWB1q3Xywen4rVrfDM/aqiyXpojGp6DyYaLk53AqubUkTZbBHp2HwuWyjdkTouSztR2QQSnojWNxJySrJdqdksMkazVBrUAACAASURBVG65/xieftFGTKVGbGvdEEnd2MtY6IS560dS804/SaIwxjDZVNx6vUHmVDeHCfflczA49dPxSHO4HBTRHiqMOT5zd5JMnCowBRzDDLKsN9DJetMf109mEuyGpAIEkoC0yqSL1B1j5vQxgG3NqbpP0TGPxJxGnONpF23E+177ZAD2m37BJIzaEEkayFXZ6Rxz2vCMr1NVzSlBDiwu3zYLALgnbUpudJ4oLsz6AGrNqfmiHMQcnpN3651p+VrtvYkrtA6mQSM5HFMPQFuE6XepQsac2iVRdJJYAi3ILc8dqh2L3IdUMKeSXTqhrmQ1iuOBe5Exp8nPvlcvsCPpHV3fIhk3Y0zUiNCmM7KoOSX2vlXCcFIv1TrSvir5OeGZF2/EYi/EQ5aBozC4KnTrzX5Ppl1BzX6neuZUv8E/XrNOegw95KRFL4xz130urUsPK5KOMjJmMXs9sVNla8NKQfQ5rRmczk/mg1NduwcvTTLpmdP8Gr3cjzA30RCuxsO2YVrtyG3slfnjwEIn9zNJrLthJMYSKbzimIu1T41FdevtanfrLYObysxp3tySmpsB2Xx+4GQH39p3CgBw6HT9vu1jIJfgD3Sy3vTvG6YG2x1m49AR47RoLjpvwwSmm16tbhRnC1ZtcDpszaluoiH5Xz+McfXOOVy2dQYAcNrSBTUs6Zkln8cWueC0gtnMB6fmzGkUGQanEstz5fbkOn3n4ILROQBbWa9NzWmcrzktOUfRZroKsabuTYdrd81htu3js3cfrnWeKkdjQh3mNI45+mFc2KbHc5L+sL7LRJKlTkJFNix62kVJ7dSNF8wDGA1zqksUqLJev6ZSQWVOyxhIel5ImmfDnNKmtEhiDWDATMoGpq2YLtqcyJNtkkxxzEXypbjmNPte1NpBdSk0Ph8frLWXk4DyZacatDFGgzDiYix1+lHuuaO69Kr+1TKymlO9rPdMQ8h6K+bconXjey/bDAC46dJNyXE0Nae+y1J31OQ5lpcRlTnth1HaRiJ5/5pnTqV9gBqoH1CedUoUdPuR2IeR6/piP0RPaiUjQyvrVZQ45xIS5jQW8/KW2Sw4pcS1rIg7stDDGOZQOyjIy3fMB8dxpJH1NhXm1HOrmdPLt83iW//jucJJfTVi1Qan9n1Oqw2R5EWn5Tuixsxa1htWGSK5iGJuzYLIAW1ZL7bk7/ng1PQ60aa6anMgb6S3r5vA3ISPuw+Yb2qDOC7czAL5Bb1OzancSqYIK82ceq6DZ1y8EZ+753Atxis03OhN1xinVENa1kqmmRbi122PAqSy3nRTcN3udbj/N1+AJ50/P3DuoYJTJVFAQamoOa0p613oJvVKUxVuvUA2zkihYHO/OwbBqdqGxwamb9mzaQoOA+45ZP4cf/mBY/gfH7sr+YwGbr10Were7zjmAwZhRfPIODgdLYI4FmO0G0Y5lmndpJ/KegeVDEWg98slJHQrbdqHjQpZK5mKmlPNZ2MMuHTrNB76/16IG/ZsKDyeqxgiyfPEkrKR7YVxGpwmP6/5mlMuB6f5+UN91tdNJnN1N4zE+rVpJglYD53qpmaAzmBwWsKcnoOxKTwnUeSQr8qGqab4vpSIor2j57Axc2qJAyfzjL66L1DXQfoxJ+t1aS+bBak6J/BzDas2OG1aBqfqvK5b/OQb3fKSrNpkw7WX9cblhkhUrGy7YZbZhqpBmXfr9axqc03MKGSTFc9luGTLNO6xZU5NZb0WEsAoThhZNdukQ13mNNKwN0V4yvnzOLbUr9XiwjQIbnouGp5jNU6J4SsKiOResQ3L+m4ZnX6ICekc8veRGb26ktUwrTGWkRlYJD/7noN+jcD6i989imt3rROmAmXMKT2PoubU4nxC1lvCcNLx60j7TCXGLd/FefOTuNeCOT0m1VMXJTp0kvrasl4++EwUBqc1nIfHKEYo+TF0+lGOZZprN3AylfWabpiE7FW6n7TunGmnXmDQeKQIrsMGApVGWtcoQ20pQ/8fxJmsV074ycaLnHP0ozhtI5EZ06xlyPuAIB5kTsn4CMg2951+lkTZOtsWryWnehPm9FyuOaXvRuzoVNMT65zq67J1roVDC13cf2Sxtrv+WsN+JWmiqh/COO/lQc/4+olBWW/GnDoSc7pqQ7hKrNpvZu3WO9DnVCPrlTY5tNGaann2br0VrRVos2vbxiTIMadVC2h27ommi9CQqQ0NAyI5qPEdBxdtnsZ3Dy9Wvo8QRHFpdlxeCGwYu+TzZ61jyuS3dYvFE0Mks9eSNbutmzFgXnMKJE6vNg7Q9HmKAqId6yawa/0EgOxZG1bWq0INjOuwaTEfZE5VyUvDZeKZNMX+kx18e/8Cvveyzdg218Js2885Gaqg561OK5nsXpTJeodhTs0/y0Wbp3GvBXNKbM+vvPBSXLtrnfY129e18ZobzsNTU0YJqC/rjeJBSX1RMHRoHJyOFEEUi7roXph35Z2d8EWfU9MNk26D5T6GwanOXbcIqkpApxoQsmWl5pTzpP8zkGcA5eRismlN9iR0TdZacHqqE+RkkXI+S2VO95/sYONUUzCm88IDICuN2ZpKVg+c6qQ1p87AXKIz/aPxeS7KemmsUxs6arkDyMxpsj5tm22jG8R49u9/Hn/2+fsfg0+7+qAypzppvry/pWdc3puqNaeew8S+8Ez3gj6TWLXBKWV1eoabfhO3Xl+R9QKJlO90z07WK0yFCgaOkJdYSiTkjWlVo3PVrRcwCy4iw1YAbYU5nWp6VsF2VYZdljDbuvXKst6yh7euzbZNL7+WxDTYwrTmFEgmLqvemhUB0RuftQcf+tkbAEjBaWT/HTr9qLB/J517GMMlnfRZlfVOtxLJoQ0++52kTvimSzfjh67bif/4r88slK0C2fNG85ENMyhqTksMkYSst8YG1WZc7Nk0hYeOLRk79tLm8WXX7yx8JlyH4e0vuhy75ifE72rLejXMqSw9lzGW9ZaDMfY8xtg9jLH7GGNvrXp9GPPcnJmT9U5ksl7bmlM/J+vN2IEzDd/Ap0C8Vvl8OhWOrjUNHXspbWlCG1PfZTlvC0o0NiXp6VoLTt/w3m/g1z58p/hZZk5VBcmDR5fwuA2TWJcyTuslgzq6V1R/98jxDmKeJEfVsarrOCD6nJ6TzGlybU51gqQFn+uI/aLYY6djUTbXkXvJjlEMlTnVPcPyWkjSdTlp0lDmJbnm9LFI4p0prOLg1G5DOxCcarK7OuZ0ouGKhcQU9JmK3Hq3pQ/5fiWrYnpcwEx6RKBMmIljby3m1GWiDY9p+4ZkE1M8/OTPaiNlDFNDpCzbVHyOusxpZGiIBEjBaU3m1LyhvV1bnExKqg+IHIeJhavhkgy9Ts1piMmmXg5L56a/20pW45RdUO+xWiO0dbaFg6fsnrV9JzpouA72bJqC67Bcc3IdsprTGsxp38IQqQZ7HXGOrbMtvOuHr6p87dyEj5gntcImoOB00qCXqizfHGWNMaBP1o1lvcVgjLkA/gTA8wFcBuCVjLHLyt4TRvFAUpIw124gijlibm5mJDb90uudx5A59Z3BYLII6tquk67TvKTKeoFB1+qZlp9TaFEiueGu3eD0yOkejkplA3K+T03+3X9kERdsmhLBKRnKdIJIjKWG52DDVBMPpr3HZVlv23fxoqu24YYLNkCFWE9W7W65GL6Q9YaYaLhgjAmPCNV0dOtcZq5Dwf8Yg5D3wOoeX8ec/sGn78Wb//H23HvlOVEtN/AclgWq5+KgTLFqvxndsF5gtslR5Rq6THtDw5x6lowUkG2yixZYykDtO1mfObVpJdO2Yk7NTHhyNaeOIzaHpsmCoMKtV25IXo85ra45rWuIFFsEjXTtbSXcgPm9ABIjEZu+jhT8lwVEhEZNZjOOObpBXHgOOQEE2AcslGVU4xIKXqgGbNtcGyeWA7z5H2/HW95/h9ln1zB0ZaCxTNfVqubUwBDJ18h6/+Tf78OHb6tuih5FHDfu2YAfuHZH5Wup16op07/US1oFmTBdeZOzYdx6y49NUB08x8jhiQDu45w/wDnvA/gHAC8ue4PaA1yV9RJsa07l49C9fSzkaqZ9TgEzWa/OrZc2kxSc0rZktp1XaIng1MsCqGiNufWq9XhFzOnxpT5OLgc4f8OkkPXK5TTy3LR1toUHjyTBadN3RTLkvA2T+MNXXqPdE7iKEudcAo2tU51AJInJI4KuBSVct8xmzOmpZTsl0lqCTBJ8fe+J3N90W5yv7T2Brz50PPdeeU4U5kfCEMnJOfeeq1i1wamTOlYZM6cmrWSkSSyThTpWhjxHF3v45qMnwVjxIrdhqgnPYQN69CrIdVpVg1I1RALM6nNNa4ZaSgadgkHTACOKubbXLOFZl2zCdMtLDCQsgpYgbQJv4tZb3xDJnDkV7paGSRQZQWRec+o5jtXmpdNPPo9JgE5ucbY1pxR0VdWcksW/7fEjkWXMXyP6UWZOAeCDt+3DP3/jUaNjVxl2qfBq1Jw+dHQJUZz1mCuT9WbBaXbcf/r6o/jUtw9Wnifi5t+F7hXVxFVhsRcKN+MqeLngdBi33mrm1GHAoyeWtTVkYwAAtgN4RPr50fR3hQjjODdfyPdznWTgYVpzmsnUBmtOHwujD98goSleq4w3nUpKNjDJ3key3vzzNdPWM6eJWy8xp2vLhEbtaCCzTvL8cf+RxOvigk1TSd3pRNbXPJH1Zvdzy2wLDxFz6jliDJaWbJAh0jkooaQ92EInEHM//UsEDY3FCzdN4Y3P2oOJhitqVMcYBI3ZbbMtPHh0CQ8dXRJ/0zGnS70Qy2kymAgGub6Zsfz4S2S95nPVasWqDU6BJIA0ZU7VvZAu017EnNqwIG9+/x34zN2HwTkKHW9dh2HLbMta1ps3RCq/dblWMs18BqwMkeGmXA44fNexNs0J4/J6ys0zLXzr7c/FFdtnreSqxDaqDmc61GZOLdx65b6AtogqrpEMx7GTfZn01iRkrWTsNkc04RYFp3RtKGNrzZzGBcypUiMk924zRcy5lQEGnZOua9WYPbHUx03v+jw+eedBdNPrVJYs0d2DIIqN7nkUm3+XLDg1G6+nu6FILlQh37t4dG69QCY9J1y6dQbdIMbh0+O+fAXQDYjcYGKMvY4xditj7NYjR44kbr3SsyzfhzmJOTVWe2gkvDROH4sWCSTrVd2/ta9VXqNlTgXjwaTf5ZlTwmzbx2IvFMkUUmA0PNkQyehrnDNQ57ew4P8foOB0wxR+5hl78O4fu15c+26Qr4HeOtsSc1tLYk6bZeaMokzk3AsE6DotSMwpPeOe68BhQC/KDD7f8pyLcenWmXFwWgIis559adL3+HP3ZH3udeq2xW4o5gOhBmMM6ybypUSylDczb1vVIVwpVvU3a3iOsUmLmkHXLaB+IXNqv+mvwra5NvZbynplltiv2ADUrTkNYrM+daq8y1TWe8cjJ/Hqv/oqFnthpakTkNwTqz6nMRdW275UOK6DGgyYsiw2br3tM1Vzyuzk51VuvTLquvUS+0ZSURVqzamt1DMsYk5VWa8kRzI/trmxCyC1ekk/UxXLcbobIow5ji/10AkitH23tH0TPSuqtE2XiVVhIw+ne2UanC71bILTEch6i5hT5Vm+eMs0AOSy1mPk8CiAndLPOwDsl1/AOb+Zc3495/z6jRs3IohitKX5Qh5Tc1JNtnmd/CAj5bLB350p0PgsU/QQGkqNqd6tl4xMJGbY0TOns20fQcRFArknZL1rlzlV57dcoJpjTpfQ8BxsX9fGltkWrtu9Pjc25esvJyrbUs2pidnduRmcZoZIKnMKJMEPmfzRtZppeVjo2HWwWAncct9RvPn9tz/WH2MARGadv3ESO9a18bWHMmmvTt221AvRD2MEUSztaRg+9QtPE6aU9Dv6V+cEfq5hVQenTc+xYE4NDJFyzGkanDrMSta7Y53ZRnj7XBv7hmJOV7Dm1GDAt1Xm1DULYF78J1/Cf9x7ZCCjWYRE1mvDnGbHbXqDfcxkqMypaXBn5dY7RM1pGJVLn2WM2q1Xhm3bJkI1c5oGpzVrToV5gHIrVAOLOsxpFNu1DlDHQ1VCi5I4vTBOgtMKQyF6JmVTqiCKB/o36xAWBHQ6tGvIeiebZgoEbwWZUzXRdemWGQDA3rGrZBG+BuBCxtjjGGMNAK8A8NGyN4SxUnMqXfM5SdZrynp6muCNxqnpvDdKXH/eenzvZZuNyj1Upr5M1qszRFJNFqlGktrJ0PyQl/UafY1zBmGcn9/k9U3eExxa6GLLTCs3L8j7O/n6n79hSvy/bIhUds+zoKDGlzjLIbeSIRJDTlC6DhN7OnrtTNvXuhqfadxy/zF88Bv7rLw2zgSybh0O5qeaORduLXOarrXLvShniLRpuoVrpPZs8nySOYGPg9OzEglzWq/mVNtKJufWW0/WG0Yc22Zb+OovP7v0ddvmWji40LUKKOQJeSVrTo1ayfh5eVfDoOb05HI/97OJiYrnOMZtLYA82/iW51yEl1xTXEalLkimDHlcq+a0niGSDQuxUsGpbT0xgYLTosCrPcCc2h1fZBmVcaQaWLR8V/S9o7H9r98+iL/50oOFx44LXGGLoCa7quYMSngFEUenX2waRRCtZGrIem0MvCiRYCpDX+xFmGqWOxkT5ICjTnDaD2Oc7oZGNad7Nk3Bcxj2HhszpzpwzkMAbwDwKQB3A3g/5/zbZe8JIqXmVDZEyjGnhgk1zQaL3vpYMKdPuWAef/Hq642SUgM1p2WyXo0hkrpvmWkncyDJ+yjpLjOnNknycwFBlK85zUt8s2vR6UcD86faW5ZwSaqoAJI9Hs3x5cypuVHWagM9e0HEhUuvKO3ohXAdJvaN9P1n2/5ZIeul9d+mbZuMbhDht/7v3caJWFPQOPUchrbviLIdANpkMoUmS/0wK1XSrHF55nQwsXeuYVV/MxvmVGXTdcFdU8ecusxK1hvGMSaaHjZNl7M1m2daiGKO40v90tfJyLv1VtWcJn9nbLCwvQyRoQmPLNX03EzWWxYA/7ukvQfMMuyJrNe+5hQAfvzGx+FaKfOkQg3MTCSSdA7ThcpPJcb1ZL02fU7tDJHIuKeKsQOyzZW1IZJgTvWyz4u3TONNN12IZ1+yCYC91JPu10CfU40Mi2zw6b595Pb9+Nv/3Ft4bBtJdXKuwfeXgczNgihGN20IXwZPJ+uNDWW9FoZIlMgybyUTYNrYECn7DLZtgwDgrf/8Tew9toxnXLxx4G8Nl0Fez6daHrava2PvsTFzWgTO+Sc45xdxzi/gnL+z6vVBxNHwHDHW5THV8ByhgDAda7pWMqtFrmbj1utpmFMVGXOabPp1zKnp+nSuIIzi3HeW/1+eP7phnDNoBPRupwCwc33Wa7llKOul9aSs7GK1Qt4DTSqy3uUgygWngjlt+VjoBI+52RzJ3Ou2WPrmo6fw559/AF958PgoP5bYp7sOQ9t3c3u/ss+61JOCU808Qfty35VrTs+9MUlY5cGpW7vPqU42pJf1OtbsppmhULKhs2HU5OCg6hzy4FWbKZfBdFMuv8Z3nIGeWDqcWMpn20yCYFu33jAycxsGBqVYpkmIyNIsp+27wh3XBratZGrVnJpI2Gq2klkSNaf6ANh1GN5000WYn2oCGII5LcgyypfuZdftRMtPlBac8wEnSBW2rWQYY7lNUFV9WCCY0yQ4rUoS+BpZbxiVf4fss5iP17ZgTg1lvV1zWa/MINmOJQC47ZGTeO7lm/H/PHn3wN8818k5xrZ9F7vnJ8fB6YhAo8xzHJEoUQNIkvaaPjdCwisdR2eSdDaCxnJWQqILTgdrWIvWPApOv/Ddozi00JXcel1xjrUn683Pb3JAKicyu/0oVwsNqA7JgzW/QGqIRMFpCQMlkijnYHC6TepdSnvSWWke9RwmvEpk5jTmg6ZeRThyujdQYz0K0Bio619A+w1TgssUNGZ9l6HdyAenZQmmxV6YM0RSMa45XUVoeI6RyQ+Ql/Uypq8ny8l6JbdXu+AoNjL6IRmKqfEIoDCnFYPSEcGpnZOujUOs/FkyWW/xw6eyhybnsTWksgnoHIflFiXT2gVbyWfLd9E1HKcyAotA29YQqZs2JzeRhegkpSboVNScEkQ9Zd2aU839dhnLMac/dsN5eOOzLgTnqVyMlwd2pvL23Dml11czp8l37VPNqaGsl5hTzjmC2Nyt176VjKkhkoWsd8ia014QYbqlP5fvMsykraeAJMjeMtPEkbFb72iQDjPPZYVOkeTYa7p+0JiW10tip852uRp9ZgpKdczb1rkWvveyzbh2t1Q3VsGc/u6n7sGPvPsrUp9TR6zla84QKeb5mtOCVjK6+bPIEElGy88YqDLmVGfcda5g+1zGJFOS8eXX78Trn3kBXv/MPXByNafJNSIJ+kLXLOB8wjs/g+//oy+O5PPe9vAJvPsLDwDIgkCbsi8ZIjitsTcrA63RruOg5bu5Epmy4HS5H4nvpNv2yTWnY7fesxxNzzGWGsqBR5HZgtx+RM4Om2wAj5zu4b7Di8bMY7uRHN9G7pmrOa0YlHnmlCS31eeylTMCyUJtIv1Utf1Gsl7b5EAcG7UCIDSljKsNc2pzjVpK3YEp7JhTe7dekzYyQOaEau/WWy7rJdAm9R0fu8vKJCwsCU4dZ9BdUX4O4piX1nDFFmwjQX4mq+4FffZ+lASnVbW/npIgiGIOzqulfpwnGzzbGmkTWW8vjNCPYnNZ77A1p1FcaFzS9FxMtTy0UpVI23fR8t2RbzzWKjgyNqBIUiaCU8MN0+yEjz94+VV40VXbxO/cgmOfbWh4KWOaPi+6cdn0XPzFq6/Hnk2ZCU9R4npGqtk9dKqbtZKRJHxriTkldYu8byuqOe1q5s+clFoZSy++OhlvEw0vayXjFc+/dP3PQeIU7YYryXmTebzhOfil516CqaaXMqdpsOVmsl4gaT9jigdG5Jr+sTsO4A8+fS+AbA21IS9k0H561MypMERKZb3yGlT2DC/2TGtOJfXKWT5PDoMVD04ZY89jjN3DGLuPMfbWUR47YU4Ng1NpE1eUvaRgSV5oXMes5vF/ffZevO49tyYOqyZut34yEdj0v6zj1utKrKaxW6/1plw6R0lrH5WNMZP11mglY/H55UXJnDm1s5VX6w5MYVdzasucxmJjVQUKHu3depNkRLVkNTn+A0eX8KFvPGp8/EhkKPXMqXqLsuA0qWUqZ07tWsmon8PUrTeIYnT61cFp1uc0vyBX3XPZnMEEDtXJGMh6yXF00qBuGRi+5rQXxIWbyDc8aw/+3+ddIsZ023fR9BxRWz3GcKDl03OyROSArLdtJ+sFgJdes0PI+gFJ1nuWM6c0J5LCqkwWKqPoOZQNpS7fPpPJen1HrDVriTmleU5mS+W57tETHdEmSs+cSlJqZZz+7g9dhY+94alYP9kwqjlV+2afa1iXmgVOacoz8g7ImawXsAtOR4WYczEmIqk0pg6Ica2jais/bj44NWdOpeBUM09kfU4ZplKVkImh5WrFiq4AjDEXwJ8AeD6AywC8kjF22aiOb8OcyuO3aPFsusmNlm+47zKjRWGxG6a9C2OjoEvUdgXmWvy+haxXz5yWf48vP3AMt+49Yc2cupI8Vq6JU9HpR7nGwmayXju3ZFNDJ4JsRGNqKJQYIhmfYqDuwBQ2gbbrMEtDpEiw91WoK+utaiVDkMfBpGHPTCB7pvXM6WCPW7n2OuLlAWRkmYAA8kqAKqkRjel+mNacVgan+XsgGNSKW07f0YYFnmi4RrLexVTWNVUgtVUhb+Dr1Jz2wjindJDxhPPW43su3Cie53bDrS2nH2MQNMx8l4nnVS05IObUtJWMDnTIs50RELLe9LktC25kFK15M9IztH6yIZ6PPHO6dgyRiBktYk6/8N2jeMbvfQ5AypyWGCKpiY6G5+DKHbMAYBSc6oy7ziWsT4NTncJJZ1ZGLL9JO5lRmyaREggwT9AWIYhXmDmVak45r/6si70o7QShN9/KHHoZfujaHfjgz9xoZGi5WrHS6cknAriPc/4A57wP4B8AvHhUB294bi3mtEha46dSHTk4dR2z4CiMOYIoTgyRjJhTMh4xfzDybr2GzKljzpy+4uYvox/G1iYijDEj05xOEOUyxCvGnNrIeqVFyTQItpf1urX7nBrXnFozp5GQQFbBcRKzH9NE0OGFLn71w3dioROgIUm+i7B7/QRe8YSd6eeyk3ADBcypwwZlvWng0gsSWW9Ucr/r1F5b1ZyKIJMbSaxFcJreAxqrVWx/kaNxGdqGwenpXrI50WXcdZA3iTbP9C9+4A789ZceRD+KKxmqliSzbPnugEv7GPVAm6vEKZJqRfWy3mE28c5qMUTyqmtOdZDXvGkpEScnXXpBnGslQ4mluvLF1QhiTuMC5lRGVSsZVdYrg45Z1udUuL+f5WOyLsjITBfo5IJTpsh6DWpObdVWVYh5tubRvatriCSY0xp7szIQmeWlNacxz/bFpcxpLywtq5PrTNsNVyRYzlWsdHC6HcAj0s+Ppr8bCZJWMmYDKyfrLbj5DZENzTu9mSwKMecIo6SOzcQQSfQTtKk5lVjJKtmTKw1kYoyq2ApaYLfPtY0/k3ivUc1phLbSgqYKiVuvnSGSbeBIMLXqj2NuZSvf8l10amTnothMIg4kmzrrmlOLrJvvmqsUvvDdo3jPl/fim4+eMjqH5zr4zZdeCcBuoSBBg7Y+g7GB9i6ygiCKeSnTHFnUaRJsak4pOOunsl5Tt17R202qPS1DWV1uESYbnlHvN5L1mhoi1ZX13nLfUXzpvqMAUMicElq+g7bvgjFWuuEcww5C1us6YiyqY4pkvcOYdKwWF0qxVxCyXntp+5bZzCnVZQy/+dIr0XATR3HBnHoZc1q0Pn3q2wfxgVsf0f5tteHj3zyAr+89Lua1IlkvgXOetJJR3Xpzst7i8WgSnNL1R1NfuwAAIABJREFUP0djU6xPk0o6R115r0w1p+QxcFrT6/T3PnUPvvZQ1prFpmzNBJEk681qTuvKepP3j1pdE0iyXtpfdvuDSgAVS72wtCf5aqnHHxVWevXWXcXc3WGMvY4xditj7NYjR45YHbzhObVayRTdXM9NerjJjJLrMKPBH0Yc/ShGaNhKpiWYU3NZr/w5TJnTpAdp8v9Vgfy6CR9Pv2gj/uxHrzP+TAQTdrajWL6bBF6JW69pL9vkHpRlSlVcs2sOW9NNgpUhklXNqZ0h0mIvxMv+7BYcXOgaBxXeCjKngN2ztpyOs4ML3UpJL8FJGX6bhUIwp5px5DhsIIEgy3pjzitkvStbcxrkZL2xQc1pXplAkqSyhMof/9t38WsfvnPgs1XBlDmlzcyEIXNaV9YbxFxIyMqMS4Bk7qZA37Smeoxq5GW9gy67wGiZ07NdQtkQzKmdrFe+ZlulJLDDGF71pF24dvdcwpySW6+b9TktmlP+/isP46++9JD1dziT4JzjtX9360Cv8xNL/VxC8nc+9R381RcfEqyWvPTrkolB2k6rjDktS3TQGlJec5r87VytOX3qhUnf6G0aUkJO0NJ6SGuVjhX943+/Dy/7s/8UP4868OM8MQLknIsxUse/AMjauVXJev/mSw/i8ELX+Lhy3ahQSKZjvCwhvthL3HqLxpmub/K5jJUOTh8FsFP6eQeA/fILOOc3c86v55xfv3HjYHP1MiTMaR1DpOKv7btOLgvnO8woaIlSWa+prLRdgzmVA7+qxZsyh266SW8amEct9yM8bsMkNkgGFabIWsmUu/XKdQ1Gsl4nYU5Nahfo+6n1J2X4jZdciV9+4aUAzA2RbNlZW0Okew4u4GsPnQBgniWrZ4hk/vg3LOTVy2nQcsgiOAUScxGb+o8yyWopcxpElYZINr1BCfJzXyYZBvKSon4UG8t6aSEODZjT3/vXe/Hh25Pp1ma8mtacUoBpylDK98lG1htEMU4uU3Bafq52wxXX0qSH7xhmkA2RimrwSB44TM2prPg5myHME/08g1oF+RnYMJX1k6QgoOG56EUxemGEhueAsax2vmh96vYj9M/y2uoo5vj0XYfwjb0ncr+/5h2fxitu/rL4eakXoRtEIvkmz2+6uU706y5pJVPUnSE5ZvJv2fwomNOzPGFSFz903Q585s1Pw417Ngz8TV7T1PpclYjQjc9RM6eUrIi5LOtdOeb06GIPb//YXfj4tw4ASILid378Lnzz0ZPFxxU1p85AV46yj7rcT/qcFo2z1TI3jgor/S2/BuBCxtjjGGMNAK8A8NFRHbzhOegZDkw5A1cWPDbSWiWC6zjg3Ew+x3nSXsHIEKlWzWl13SxBlQAktZvl36FrKfW8StK802JdLet1xeRm1EpG9HesDrwoA2vDCAJZRtSUOeWWks92w67mdP/JLEtn6lrpOsxYlgzo7ffL4LvmztgU2PTCuLKNjAzb2lxaXIps19UNh1wXHaUN3ouSHmUZzCLIG6JK5jT9O9XtVJlTJUmmfK0qYG7iZRecekbBKX0WY6fSXM2p+VgNI46FVEJWxVC1fVckRM5lJ8MzDXouPckQSVWo3LhnHq9/5gVD1ULRIc926RrJeIdhTuXvSFuGRlo+0Q9jNN08Y1c0p3TDaOS1faOGUIpo9mu3P5Jt9Dv9EN0wypJvFbJeGpfqvkUO6sv2e1l9YPFrznW3XgDYs2la+3vZ80ImPFyHDbTpCjQKtzpGkGWgPU4U8+ENkaJq5pT2s/R8BRHHX3zhQXzm7sOF76GxS269QBakl5Es1EqmUNm5xphT851jDXDOQ8bYGwB8CoAL4K84598e1fGbnot+GIPz6hpAeZIry6Q13Hxw6olarxiuU7zZoYem04+MBg8ZFS1buPUGaZ+/XhgbMKeU3c4CwTJ5LJk5TVhs6P7xp56SM24Aqg2RJhoumukCbBLEexJjVPXRyEzHdlNK19J0krN16216dszpgVNZr08b5tTGMMM2OLVxxpbrFW2SHbbBaZntOikGZAhZbxALl9uoQOkQxRwt31bWK9ecll8rMjYiO36TnrO+m0mrdW6WpZ/NYmM10TBrJUOLu0mNffI6iVlOexiasBH9KEbYMWNpf+YZFxizrGOY45ETy9gK6nNKm9T89Z1oePil514y1HlY2gLqbG8l44s+p5aGSBomCsiSnU3fSfoHS87UTpqYKnrWO/3Iugf1mQYFLmUSTM45loMI3SAWway8mdetb2UJaVITlc1P9HnKks3nOnNahlwCRfr6uv2ALuE4arMhGgKy8qmuIVIgmNPyfTGQBanqzzrIPg8tVdZbsl4v9yPMtstqTlO33jUyDlc0OAUAzvknAHxiJY7dlAKiqlokeWIvC+wS5nQwuxlGHGVdLmiS6/Sj0uBXRtt3jWsR4zRTNNP20Qv7lXWVKnPqVcgyOwUZyDK00kb3gJkhUqefBKcNzwF65oZIQLK4tVH+2cRCZSFXBWoEpyXSCx2GYU5NGS+HMeNABUgCeRvZY8Mzl/UuSWPaStbrm7OzQJZwKnbrzf9OuPWGsbhWiQxfc+yYD9dKplJpkQ9OTRIFvpM5h5M5milzattKZsmEOQ1JvmR2bHWTGMQxmiUJP/G6KBay0qp5/ppd68T/j5nT0SPpc7qyGfzrd6/DpVv1TM7ZAtUQyVzWm71Onl9oDmtKzKmsSHBZcfKxG0a1WjPJiGOO48v9WiU9JgiUzb0OvTAW6jOaH+U1WV3fXIeV7lt8h6GP8s283PajCMKt9xxmTosg+g4ryd6GLjjVrN1EGJgGVD//D7fhyOke3vvaJ2v/TskKMiAFhjFEIua0eK2TvSHkf8vGMY1Z33VE0rlrVHMapq1kCphTN9vLrwWs6m9p2r8TgOgfBJTLSbfOtrBtNisM9wxlpTQglwMz5hRIGQrDoIUyj7TZr2oxIreSAbLazSJQkFx3Q8dY2m6kLADuR2j7niTrNWslA+gnvoHj00Jl+R1o8THd6MeWks+27yKIeGnvyyOne7jhtz6L7x46nWdOLZq7WzGnoR1zqluMiiDXmUyupKy3hDl12OBmIpsvIqF0KJJCR9y8xywhZ4hUkc2lZ5HkqiZJIV9KEASCOTX7bDbfZaLhGdUK9S1lvTTvioSTQcY7SsslCDZ10uPgdPTwJOZ0pTL4H/jpG/Diq0dm6r8ioDVMTc5WIc9EZf9P/9tME3S9MM6xsY5T3Me6G8SFc3M3iHBiqV/5uT5x5wE89bf/TevAOgqEBiwXzTndIBbzpxycqutbzLl4j27Nd53qzTxd0zIVV6ZCK3zJOQt1H0nQeZjIARuNR7o/psqCj9y+H7fcf6zw79m6nY2N+oZI5swpSZhNmFN6jeuwzFsmvQ5FBMJMK3HIX+xFhfvisVvvKoJp/04gaQ1BN71ssvo/P/kk/NfnZdKkjDktPwdlbzg3l7m1LVqM0KROwWlVAJzVmmYTdNl3oMDOhulSQfUyOpBkZ0KqOTV5yDJZtUXNqeWm1LbJuX2f0+T7lk2C+052sP9UF/cfWcKBU1LNqSlzWset12KjL0tKqyBb0lsx8Z5r1ec0LglOtX1OJbfeSGJOdYhiexmXfK9MW8nQc22SUJGfL9HndEVqTl0s98NKEzJbWS9tAKdSCUrVnCqfg2Aj1bVVUIxRDd911lwGXwdfYU5NN9/kLL57fkLbQzJXcyqpBDyHFZqsdUtkvT/+11/DNe/4NE4s9XHnvlOFn+vgqS66QYxFTTuRUSCbt0o8KQIKTiMxL8vTKM11/+0Fl6DlJ14g1M5Kt+bTPSojI+iamtScrkXmVDzrGv8GdczJ+4NjSz0A2b7SdI2oAo2HKOYiQVvfECkzJSyCGoz2DYLTjDkddOst2hZsmW1h/8ku/vP+Y7h29zrta7xxcLp6YMWcxlxkN8s2ahMNL7fQ0MNZtdmU1w3TwdPyzWq7gIw5JIMZ01YyrhSklmUtl0sykKYok36SCU274Yr7YLK5IYm0yQREgY0NuwJkGwOT4I6szK0MkZSieB1EX7eY15L1ehaGSJxzdINqh1gZDdfJ9dktg6wGsEl2NH3bVjJlzCkbCC5Vt16g2FV3+FYyFTWnyng2uRdyixcTt96iz2ZynphXz6sUIPuW9XZTaZ88k2THMMFplQR4DHt4DsuSvGtkk6RDFpzaGSLNtHy84yVX4H2vfXJuDcncetPgNMozpy4rYU7DJJjTsTL/+UDCQr3gD7+A7/ujLxZ+LlHLXpOFqoLan/m8t34cb/9o3n6E9kIJc5oqQzSGSD98/U688VkXAsh6beoSUVlgVVJzmh6zLBHpreHglL6zen0aGoNEOWA7tpiw9TbBqUmyUjCnMc/tmeqA7n3ZOif3IwfMZL3CqFFXc1qgyHrx1dtxfKmPo4s9PPuSTdrjXrBxChdsnDzr22yNCqs6OLViTmMuNlE2Vvc0kIKq4FTajOr6LupgJetNH4bJJsl6TWtOMwntqGtOVfglzKksvzHJaIpjeuYSQApsVtIQqcyEpwgtpe6g7LjL/RBHF3vi9ythiESTsU0fSBtn7LrMadOSOaVrptt8VNWcVjOn9q1k5AW40t1bGc8m7Y/afhac9jWbtzLYyNDlWv4y9AVzanZsSkqR1NvkmVZfYxNwjpnT0cN3s1Yya8U1Ugca81fvnMNLr9mOx++YM37vjz55N7bNtXMyUSHr9Vz0wki0kiG4rl4ZE0aZeVDZ8yqrcXQw2XQPg6wcIfsOf3PLQ7nXUOeCXhBlbuSaVjKOw8Rcclq4nQ/OC0J+PqxbrwGpca6iiK1LxmmxIdKRdA9D9ZwmScXDp3uVr6HlTq45rdqbF0E48Zbsy/phPoCl71i2FwqlfYnoCRtksl7deHzeFVuwZaYFhwHPuFjfUvMl12zHZ9/yjErz13MFK26ItJLIZHrFgyuOOX7lI3fizv2nMkmsRZ8gem1138Ls78aGSA03t5EvAy08xJyatpKR7dTLgpey2g1TlNUl0qZalvWaBFN0/U2yat2a38EqOC0x4SlC0yA4JaZt38mk3nTTdBOHT/eMDYJsDJF6NVyNyxIPKpZr15w6pQuFiixRMPi3q3fOYX6ykfsdbWjIeEM+hu7YwzGn5fdC3UiajNkJyVhLV5Nl+tmqoPZULYKQ9RrOdxunm3jDM/eg4Tn4zsHTRs+0+ho7We+YOR01PHfMnALZOFw34eMPXn51rWMIVopBbDgbnoOYp23X5JZ2TB+cyqUivTAeGPOmXgH0LNv4FthAHD+KC8sFyOW9F8aZG7mGOfWcrJ2RqNnXPOv0mrJ64DL1jTjOGnbrzfaR+WvY8AbLfOTExtHTeVmvibKgKoECSK1kJLdek3VEBxpjJswpvUY1RtJBJDzcQeY05hy+46CL/PsnGi7e9oJLcP/hRdEveq1jVQenJg6xJzsB3vuVhwEAs20fgN2iShOcroeTDHnhMM0ot3wXRwyyRUCWsZlsmDGnqmlFJXPaH5451U1Y4vgSM2vDeNuYpwzNnBqwUDQMbCQ+DYPvQMdd6CQL9La5Ng6f7uFUx8ygwisxzFCRXScbiaS5W+9ybbfeuq1kBr/HO1965cDvPNeB6zD0w1hcqyL5bcSH63Nqy5yaBaee2MDp3CzLUCc4rbrfQZS0tDLdtDHG8IvPvRgfvWO/0fGBwSDehjkdt5IZPTwnqzmtMuU7l5H5V9QPWHQusDRmF7uh2K8AWVsUFfJ8qVtPZ9t+bo9R1HZv5ZnTzBCpKACmmtN+lBk86QyRHMZESZBgTksNkYrv0QUbp/CF7x4tdSl2pSTCWkORCU/TG0wk52tOU1lv31xdc1AKToMo1hIwmaw3WwPrStHpffQM7TvZwbbZVu75KKo5LXtOAqmOmToidPox/v4re/H+Wx/Fugl/4D1Nzz3rTeDONFb16iLL9Iqw2M2YyUaNBUUwp8qE+um7DuEDtz4ifpb/blr8PWHRYoQehnbdmlPHTNa7UoZIHcGcejh/wyQAs82j6UYZkPuc1mwlI01yQRRrGfmMOTU/vsl3oImWAkdi/RYMg1OnxDBDRVlvuCLYuPXW73PqlJpGqRDBqaVktRdG4r1FOacosjO9AvIBoElgJ8MkoSLXnNICaEp02HwXmh+r7ncQcasSCUJDHN9e1mta2weMmdOVgO+ynI/BWsV1u9fhZdftwKVbZ2ofw9XU89H4Pt0N861kCoJT2cdAlxiea+c3wkXzhWq0NmqE0qa+ao8AQBgz5QyRJOaU5hAKTnUlKr5I0BfPGW97wSV472ufhCu2zxa+Ruyl1oicUkaRWy8RER+9Yz8On06CSrmjwrHFPHNqArlLQdG+WNvntGYrGSHRDWM8cnwZT/3tfxM12tlr9LWmJoZInuvAcx00XAedIMLf3bJX/F7FOJE6iFV9RUyY09O9bHNfx2VQMKfKxP8PX30Yf/nFB8XPMmtlyswmbr1mD++DR5cAZMxp1Xegzy1neMsWns6QrWSAbMK6/8gi/uZLD+b+Jst63/6iy/FHr7wm15OwCFkrH5Pg1D7oAvTM6W/8y134yb+9deC1kZS9NYVJcErHJcntegpODa39rZjTGrLessSDitqyXq8mc2qxSSYL/KzPaQlzauvWa1FzqgZdprJemi9oLK0Ec9qwYE7ruDDaJJyGkfWOF/zRw3MdselfizV4hLmJBn73ZVeJMps6yJjT7HdZcBrkAi63YH6XE6hFzKmMovlCGCLV3OhXQWacip77ZU1wCiTrej+McxJcCjhPl8h6TZIoTc/FDRdsKP3stJdai7LeovrypufgxFIfP/e+2/CBWx8FkF/TSAEm+nsarFOyrLdoX0yS8CjOGPj6hkix+IzHlvrgHDi0kJcW90UAm7L6BgqDQKljbvkOukEkgnhfM47Ga9UgVvUVoc31cokLKlmNA6hVK1PUZkTWvAP5jKNp8NuSDE7K8J2DC/ip93wdQFK3JX+uIlDwJPf6Kiscz5jT+ostBTAfvX0/3v6xu3LXh9i0dsNFy3fx/VdtMzomPchGst6A2OXha073nezikePLA6+NhwpOi78DnZuY04u3JE3oL99WnNGV4VgYImUtdyxayXjlPWwJccyx3I+EwYcdc5oEp4cWunb1v1bMqYteEOcs6bXHrmGIJD+TVfdigDltVN+LiZxbb1Z7Y4JaNacG38G0v6P++DVkvRZjljE2XvRHBJrvfKnez8a7YYxB0CPp5mS9yXy51I+MmFPZQE4XnE638ut50XynGr6MGjRfhRGvLP0B8qZ6P/e+2/BL/3SH6FXPWDYGT3dDuA7TBqB+DTJCh7XMnNIaONjn1MWJ5SQxQKVH8ppGSfWuqLWsPpcs6+0VGCPKzGkoScXrQJb1kkRZNWQMlBpTI+ZUcusFkj3QQicQ10sdjw5b2225irCqa063zrYAAPtPdgpfsygxp1l/TRvmVB9YxDy/ecvVnJoyp4ayXrLlftcPX4ULN02nn6uq5jRfK9BwWU52oULUhA7BnFJdaySxUq6Tb6Nie3xyWDZhWeg72G5IdQmIKI612bs6hkgN4Thswpwm57xs6ww+8+an43GpBLoKroUhUp1+sA3XLR0/BLpm85MNHF3sW9acJmYgT/mtz+JdP3w1XnJNeQ2GiZmFiqTJfSTVnK6MIVJlzakUmDms3LSD0PJdYfpF2VnTe26zsfJNZb0hr8WcehayXlXtYRsMj4PT0YCeY8bGhkijQlbLOCjrBfIlNrrg9Pc+dQ9uuf+o+FlXhqI+YUXJrBWX9VJPypgXBhNyW71FiVR49EQHEw03dTjOK8JO9wK0fVdbR5uVNA03TjNDpKEOsypR5Nbb8BwRlBJ7TUmHtu+K4JT2AyaJSFklVizrzcpZaO2ua4hE+zEyIAMG2/3R51ZrTctKCTO33jQ49V08LBEd6nM8bnmmx6p+3DZON9H2Xew9NshwEeRJzhdtVYZnTuOY5x44eZNrWtM64bsIIl4ZeNGic8HGKWyda2F+soHz5suDlgG3XscpnSDo4RxmM0d1iTq5hSzrtQFd/7e8/w48eqL4PgNJYNf0HGurbdocqOYLurYmgjkdscEMXTM6p+c62LNpyqrPqSmL1qnBnLb8pG6iKhii+7x5Jkkc2RoiAcliUfZME6L0eloFp4qstyiIDGNu3dfOhjmVA7OizZWKiYaL5SACl7LGK8mcmsh66xjCmMqG1de4DrPOMI/rTkeDXfMT+ItXX4+N081xK5kRQch6pWdTXn9zhkgat97PfucwvvHwSfGzLpk0oPgqCAwFM1SwR+Cc4ysPHCt02q0CzXdBWFxzmpP1Sl4hif9DMmcLBl8yRCpax2iuGJ45Td6/FvucukLCr7j1Std0Ib1XNFevn2wIWS8FeyZqcXmu76Qy2PuPLOZeIyueyBW3rsO0julVCQmS9Yq2MxpZ75vffzs+8a0D4ueElGFiTW/5Lh46tiT+rppc2qiB1hJW9VVhjGHX+gk8fDy58Q8fWx6YPOVJjnpm2hkiJa9VszNRzHNZRtny3KaVDFBdNE4Sh6bvYMNUE1//1e8tLeAH5Pra7N+yrGg3SKzrh6mraKQbf5o05Axp3T6qtAgdPt3Dv99zpPS13SCqtRnVmV4FUazN3tFL7Jio6s04jR86p+3Gz3EYODdj0igAtsnYbZ1tIYy56F+mIoo59h5bEvLt3fMTAIB1Frboco3VieV+5etpeNmx2OkYrWBO4xrMqU3NqZwoMn0mJhoeojiRxdFY4hxGG8Z6wWlFgH0GZL3yZ6iTOBsHp6OByxi+97LNAKRN/1qkkkYIeiZ1NadAPjhtpnVrMg6r9XGaoE9d84ueOVFzWvDMv+fLe/Hym7+Mz959WPv3Kghn1bi45jRviJRt4Mm9N5TmZFnWW7SOjSqJQlPcWqyxzr57/vdyQEV7bBp/G6Yagk0lg8Mo5vjDz34XH75tX+G55LHXDWI883c/h2f//udzr+GCOc1qTus6TMtrPxlPqs9YMBCUpsGqWH85Pnr7fnzunuy5COO8X8XO9RM4upjtZ+R66qbnjNU9BVj1V2X3/AT2HlvGt/efwtN+999zJkVAfpLzayyqNLGpm1j54QDywasxc5rWd1b1OqU6RJtgQmVOG65T6mrW6UdDtZEBkoU1iPTMKT3cthIGuWamSp7TDeJasmQaDmrDb5lhE78fwq23X7LZF/UP6b22Dows2uH0arTc2ZUy9UWM5u986jt4+u9+DvcdTjKdL7xyG/7pp5+C8zdOGZ+jJU3SJyuC08/fewR702ykzbWiJveRAXNqbYgkM6cVC6a8EJveBxrbnX6UC9pM6nPtglN9Qk5FXUMkG1mvvPGos4iPF/5BMMbezhjbxxi7Pf3vBTbv993RbPrXOuiRzLWSkZ6nmXa29k03feFMCySBALXrIPQ0z6sajFbLevXP/O0pQ3vS0D1eRSAFv4VuvYEcnOa/K83ZlDz3hSFSWLhvoSSKKVlQhLXMnHoGzCkFonSP56eagk2lMpSIc7zr0/fiTf94e+G5gphjqpmM+W4QYSl9r5x8jaXgtGoNr0KeOc0zvepr1P6mQZgFqWHMcXwpey7CiOf2qpem/iEy6M8t37VyoF9LWPVXZff8BPYeXxab4tseOZn7++LQhkj6LH9SkJ39Lt/n1Oyybp5JzI0OVjQf7tVokULMnuh36jLxQOmgNv2ug4abuPXKNaeEXlhPNrx7fhJ/+WPXp8co3yx3gsi6jQygd+uVbcZl1DFEEjJGA/txIeu1XFBp0TaZqOsYIu1anzChD2tMogDg8ymrvT8dy1MtD9eft974+MnnkZnT8k3Qz73vNvzdf+4FUEPWG8SgW110veIabr3y6ytlvdLcYfrckUR6uR/l555RM6fUh9ggwCY1ig3qynrr1OaMmdNC/AHn/Or0v0/YvFHtoT1GPdAakpP1SnOyzJxOt7xcwKZTsGiZUzW5WuTWK2S9+r9TUKq2pjGFzDiZufXmXYgTRVbGnFKCZLEXFK5j/oiYU1FzugaD08I+p74cnKbMaXqP5ycbWOgE4JyLhIOJoisIY0FGyImK09K4py2l7NY7rCESkDGnqoqxsJVM+i8ZrspKr0hJbF+8ZbDdlDBL8t1xzWkBVn1wumt+Ev20TxGQzzwCRX1OLYI8IesdnORzzKn0/6YF+Nvm2gCA/ScrgtMarKO6gfDc4prTOOZY6hVnIE1Bbr1ZoXp2TfriO9gPuSedPw9Ab/ggo66sV9xjjcGVKvMQ7UusNvsGhkicguF6sl5XUzdbBOFqbHGtts+14bDi4JQma6oDnawxluSxUSXrlXup1qk51SVQZAzDnPputXOyHFyaPndyGYC8iTSp57Ear465rHelW8nkZL01Ek91klVjlKNOS7YxBqGV9brZXDCTC07zzKna8gIorjm9ZtccXve088XPOmTMpv6ZJCWL7CFw+HQX177j07hr/4L2PfrjlzCnUnAqq8n6ac2p3N6Lxl43iAv3RaPqx1vU63MtoLDPqTROaVxS8n1+qik8O0QrGYMEahjHOeaUcOR0logh5pTzbKzWNkSSZb2GNadqsErj9LikYgjj/LpInRfkPRHVoz7zko246dLNtT7/uY5Vv7rsThmdew8lzKm6gZEnOSFHGkFbhZijsObUdBLbNpsEp3LzYR3oQbUJ7Kj3I/3rO6xws3nTH3wen/z2weGZU89BEHFhuqDKehuuvVkRkH3vIntxQjeMtc24q0CBnZzdo0lInazquPXWMkSqydqZLAK13Ho9B1tn23hYKuyXQfeGakzqJDpahjWnkeL4aFv/G0RZzalus8Y5B+f2mxHaMLU816rPaR1Zry1zajXnScmUb+8/hZ96z63asRtEcS3JHDGzJs6g8nnr1LeOmdNCvIEx9k3G2F8xxqobTksocvAcww66FiVlzKnsZnp4wZA5jTjmJ5u4JN0gV7WSKXomiTmV55pHji/j+FJ2HfQHAAAgAElEQVR/wLRGB9FKJo61+5Ao5ljuh2IDv6hImPthjCji2oCzkDkdUW20JwK0oQ6zKlHEnMpSVFXWu2Eq69FO+yeTpHkYccGcysGpPNZp+IUxF/4ftoZIS70Qv/mJu7HYDcT3UvuyElR3XvqXkvGLuuA0yie2z5ufQMNzRGkUkCWk/suNj8Nbn3+J1edfK1j1jxu1k3kkdXJVs2iyFMZ1HLz8+p24cU9502UZOlYNyGve1b+bsgkzbQ+TDRf7SlrhADJzalErq0wqtCnX4YEjScBRt7Cc4KfMqc5sphfEteu/PIfBYdWy3sTUqUYNnDOYgChiTmv1OXWqa06JcaTz2TJSIji16Adru3FPzMf0zCmNHdpU1El0yJ/n5FKxrFdm0Bmzc0723MT1Mo4HxyhBsOM13XqbvoMo5qVGRUEU56zmTUA16sv9KPesmiz89fryxrj1oRP41LcP4cTSYLIgqCnrJWWJSd9cmdmuw5yu1ZpTxthnGGN3av57MYD/DeACAFcDOADg9wuO8TrG2K2MsVuPHMnM6DIX1HFwOgwoUSsnbOUEjE7WS/PW4dMa5lTzPJEUtmgfs9AN8Pl7j2StMgpkGCfTMgv57SRpNGmHJzNORYmuThBh3WQS2CwOMKdJ+y+1XAlIkoE6ZCzrcON043QTDgM2TbeGOs5qRBaYK7JeaV5d6kdpwpiY0zQ47QRCqm0k641jTLeSMd8NYsxNJP8vS9iJBJITMbb71nd/4UHc/B8P4P4jS5hKg+GsL2v+WIEUjHLOc+OYcy7Ir1OdIGNyFTNFz3Vw9Y45nL9BDk4HJf1j5LHqV26SvhxNB7BaXJwPToHf/qHH4ykXzBsfv8gcJOY812tQ3oeaToaMMWyda5f2aQWSzbhn2UYhk2NkUuYqpuI7B08bH18HaiUjJJPSNeuFUW3LbMYYmp5buZmtK+uldS7WJBvUyaoWc2ok603+JQayrqTUiDkNI/gusz7H7vni4JTuDf1bR+4pZ8BP98LC6yXfE9sA0nWSwJEWOQrmP33XIfzmJ+4GIPVPtZVWU3CabpbKgsYgioVEzjQ4bYua0zDHPpgs/DbsQVYTKtX1aM5R1xDJStYr1cnXqc2po6Q4F8A5v4lzfoXmv49wzg9xziPOeQzgLwA8seAYN3POr+ecX79x40bx+zoKpDEGQXOXPA8XufVOtzxwDiyl5Qymst4wjuFKc706V7z/a4/gNX/9VcH8FDKnqZJFfj+VVlQljYFMKRKmbuODn5Oj04+wPg1OT0ssMecQLfdoTm5ISbGiNZ/2YXXmKBm75ydx268+p7JDwrkIE+YUSJLSlHwnh/5TnUCMGxN2M4y4CBa7QSTqm3WyXtvkrAxZ5UgyYmrv0ulHWO6HeOmffgl37juVO49aLx1EXJg2AZlPRhTzgb36za++Dr/1g1eKnyk4td2/rCWs/uC0lR/AaqZcDk7rFLQXZRyjGKJ1h/o3m43gtrk2DhgYItkyAJ7DcM2uOVy2NZHz+C4rzIqSlOIFV26xOoeKpNZOqjmVrks/rNd2gtDwHPQqMrTdICrMopZBtJLhcnCal/V+69FT+Ogd+8VEWIuJKjVEygd3dVrJJMcxk/XWuU4bp5s4utjXMoIUVNMGqU59jrrJKJL2ysyptWkRSzK0ol9a+l1e+3e34ub/eABAtnjZLhx0n+lZLVuQw5hjMl0YzVvJSLJe6VmODRISNso2GntBlLWF0jHyQcRrJiEyY6cqyHNWrVYyY7OJATDGtko/vhTAnTbvz/wMVv324TEFPTryFCaP8cmG5Nab7nOovu/QQg/TzezvQHHNqeewrCWeMicdOd0D5xkzWpQwEvOl9P46zGkQ6fuc3n94EUcX+5hLA5slzdzQ6Uda5rRoXhil/Hx2op4R1GpHlkDJX2P1mi90AwRpazEijPaf6iLmSbLTZI0KohgzkiFSOx3/+eA0+TfPnJYfe9/JDn72778uxqkcWFP8cEoyRDpwqovbHj6JO/edyqndekqP3iCKc2WDtF+RVVGEuYkGZlo+3vvaJ+F9r30yaGuxFuuYTbHqV5eW78B3WaHLqVy7UCdJIWpOlQcgFoxCPPDg2RTgb59rVTKn3TCyZgAYY/jQz96I512R7EM8xwHn+uClH8b4iac+Dn/yqmutzqHCdRhingVhofJgD8NikJFNGbpBXMsARddKhj47BcT/58t78Y5/uUuYz9jMKTRRmdScZu+xlPVaGiLVuReUXNCOIYU5HcWke7LAsVdmTu1rc/MKAt13+f/Ze9dwW66yTPQddZuXdd1r7ZW9k31Jsnc2CUkIidnkwv0SEgQEoUWDiCAPRmyw0eOF5mC3tC1Hj3qOih7UtK1HPYLSIsLTikpspG0NhHALCSSQEJLsXHf2fd3mrMs4P6q+UaNGVc01Z9Wotfaca7zPkyd7zUtVzTlHjTG+732/9xPMacW6X2+I4NQPUuZ0WLafXv+H//Ig/uX+Y+Lx4WpOhx9PMrOZJpqKpXhVEk4dz8Z8191w3gPSuYSxfLZ+GFy5b/uxHUPgVxljX2OM3QXgJQB+apQ3L057cCyWafNlMDqKpH3yGJcfp++aku1Pnl7HgaVUJggUy3rJ2M0qWR/UBOBGDJe811lN1sZhmNNABKfFhkhv+oPP49GTawNrY9f8sFCqW7aWpfLzsd/mbhnsEpWEOhefWQ/QDyK4NhMBH/lTLEx5Q+1L/JDDsy14toV1PxJj5vZvHxN9RCkxLo85dW360sMn8G9+919FMHrHg8fwt197At9Jrkdes6hdE+011v1QjM+eIkGPJelZwkUmv0h9oLr1ynjuwZ24/uBiypya4LQUY3/XMsZEVhFIGSiCPHiGmURViFq+glYy8eMFzOkIk+G5cx08vdwfmH3s+VGmB2QVlElLOY/7eU61nEpmRZlzkINewmyprWTq1H+13GGC02q9WgVzmjFESmS9yWfxowg9P6wk62WMJX1myydoVW41slvvCMxpr2LLHUeSe6qg81IwUUWlsDupH3/D1XsBoLDOEchm6ket2XAsltkcFbVaiCoGp7SAU7A5qP7Xj7ioIR32t6Cx/YXvnMCDT6fGVMO49Y6S63Cl37nI3IwQy3qrzRn7dnTxyIkhgtPk/NMtp9L88ebrLxj5PZMOzvmbOefP4pxfwTl/Def88VHe//Jn7sL/+OkXY3G61dQlbguI4JQVB6cyUuY03kSfXg8wl7CMhKL1UTCndllwmk0AFjmfyvNlJjjtFZvIFEFmoNYLXPeXewG+//BevPe7LylNOK70gkzfdkLZ/OkUvNZgNAxTcwrE49IPI7iOJdhPKgFanPYytcplXgxBGMGxLbRdC+t+6qvw1UdO4q1/9AUAKXMq72NV4uhrR07hiw+dEH2A1/pZsqSIOZXdeuWepoESnPYGMKcUnPphXtarokwubZBiIu7aWSmDqwYAy9KEViU4LWurEArtO89tQkcZcNTr9OmCvmWEuqwjIH+O7HdA34mOlgvie06YLXkh7AdRrWbDLcceqpVMlbo0+rmyhkhkUJR+FrkFyahBkWuzgbLePHPaXHC6HlSrzaVApEweDqTjq0pGcLbt4ju/8iq85bkXACjvdSrfxyN/TzbLMAxq0mndD2szp6msd/D3NGrNadcrZqp0M6dyH1KaT4sSEn4QVWYl9u7o4MiJ4vrlzDmS7/DA0jT2zHcrnctALyyLYf+i+S3qoriVTFlwSsYt8WZ4tRdkWlN4tlW4PsbMqSUCYHWdUROARfe5zK5mDJH6ozOn8bUXr+MLUy0wxkrXptV+mPHQIJSt+XKPd4NqKGP41O/8zHogPAhI1kvBKdURE9Qxds9jp3DPY6fgRxyOHf/+cXCaH4vDGCKp7V6oNpr2RvI+lJI+tISuSWaDvSDMMaXyuXpBcXAaRnlZrwp62hgilWMidDlyPzB5EiQ3rcUpD0+d6ZX21xoEuyTjSOxKkSvnKJMh6eoHZR/joKumHbowdspeKwWSOhoB0w0p2EZV1lvjM1AP1RMrfcx33UKWN5b1jv45GIsNIzKGSMm1U+81MnKoXI/olLslA/nxNbKsd6RWMtXkz8PUzuqQ9ZJj48mSmlP5XqnCbmaYU+V+WPPD6swptZIh5nRQzWko1ZyO2EpGxTCGSKOMV1FzGkg1p4VS7mo1pwCwb6GL/3HvU+CcD1RskCHSR3702trGJgYGZxMsEZym47/sXqAEPNWcrvazKiEyI1SR1pzG945agpSX9eaPcWw5fY08D4zCnMprX1mt+ZQoc7BQlKtf80MRpMt7rFLm1Bh31UZZ3S4FeAtTHo6v9HGm56MfxLLclhNLcx85HitjdioKizU/FO/nnONVH/xfAOLSDdey0PHi4FROItPYoOEnJ0QePr6Kj9zxMN54zX4AUolRQARDuoeLz5lei1qaoDKnfSUYVQ2SVvohLBZfFyV6giTIHgTGzNjcCBOx2s9Ksl41IAoiLm6OKsGpqBfMyXrj/wdhVCuwILkuSQ+KUDewA8odMinbqqPlgjOAOY0/Q42aU9fCE6fXce0v/yNu+8ZTuedX+wH6YVS5DspmLJNVFm69yfcThrEjc1U3Xde2BraS2UzmdK1fzRCprOevjH5QLbCTQQ56siRfhrwwVWE3s8ypEpz2Jea0aiuZIWpO+zJzOqQUveyzDtVKZhRDJKlGeuOa02q/894dHfSCKGN2UYQgimCxmDU2wanBJMEukPWWYbqVlfXGPUEdfOrdL8An3/W80uDUDyPYcisZZQ1S6/qL3HqzzKlkiNQfwRCpwOVXBc2DZfsEmTmV+yuXJaTnu25pIttgONjJnKuuPRRcnjMT762XE+bUc+Je9ovTHh47FQenKnMqj5evPHJS/JvzeI/RdmysJbLet1x/Pn78xQfFvp4LxWI61u994gze+1dfE0QCJTRT5jTbazVQTPbkvW/Pj9CTepuqNadFhkgzbRczLQfHV1PHa8Oc1kdjqz1j7P2MsUcZY19J/ntlU+eSAxJ54NFgpZtjI1loEUSLDlXWKznSqmzVKHVYNLEW1WEQehUMkVSkkszstVbteVkER6k59ZWa03qyXgtHTqyhH0R48Ol802/q1Xrhzqncc8PAsrILb6DIemmTTu69o9ZUegP6zAJZ9stio09aIxkiVZT1UjZwUJJHMKc1NgTegNpWQGFOKwSQ8u2qBpBHTqzhyw/HC2ZlWe9QzGmExSkPnmPhnNl6/fN0y3rlGmma94oC7aBiKxkgrjkFsGHdab/GOQwMzmbQ9FI0z5AxEGGmgDnttmw889xZXLF3XiiLVKh9TuU1Loo4Tq5lg9OiOVdmOsOI4wvfOQ7OOdb6xJyOJutdKQlOqWyhrOXcSi+Q+rZLhkgl+4q3PvcCfPKdz9/w2gzKIdyRlT0tfefkE3Hk5FrGg2DfQless2pwuiaNp09+9TEAKbsay3pjQyQ/iOf+OLEf9xUtkvUSQiVw7Yfxedb8rAeK/F7XtkSSOH5PhHVJrp5lSsNcsLrcCzDdctDxbPG5BhkiEUwrmY3RtKz3Nzjnv97wOTLMacaJMxmsU6148G1kOV0E2yoO6ugmCUKecwEepQ6LsoUDDZGCSLBJVUGbU3mR+OdvHRWLnQ7mlCYmwZwqev1ahkiOLey+j6/kaxEfOBoHrAeXpisd31FcXNM+pzThxJ+JJrrRmVM2tFtvlTq+kWpO/QiLU6Ofwyth32WQ5LcOc5pK0IvPkwlORzaOyn5uVeb2wX/8Fm7/9rHktRUNkTZgTuM+q3GN1T/9zIuxa4TgdGmmlWMbi2S9aqnBqF0/qEZaMKdlrWQq3tP7FjoAgCMnVnH1+TtKXxfUkA4bGJzNSGW92ce/8L4bxJ6F0PVs2BbD8nog/A+6bron8Byr3K1X6nMqz0lnkmNlX1/MvhLuOnIK/9tHv4qP/fhzpZrTYWS9shy4RNabfOad0y2RbJax2g9FKYQ8N5clWrueg/2LE1G5tmUoM0QiomFH18MNz9yFj3z+YVxy7qyYq89f6OKOB48XGtmtSev3Vx+hRHD8t6vUnDq2lVEiiVYyBWOd9ptpzWl2D0dDO7vXYui4Nk4g3VPSPrMXRPADLmS7vSDKqN+IOZ1q2Vj3mTiPH0WYdgePO+PWuzEmYtUnO2ggOwnSxpP6hVWR9TIW9wgrc+sNorys1x1hwJG8cm1Az791v54kFpB7F6bX+ub/egf+7Z99Kb4ODcwpbfx7Qarx/+JDJ3DLn9yJ1X69ulnPsUQmrsjF9YGnlmEx4IKd1Yw64glIriOOH1frFSirNup+2d2AOZXHUJU6hNHdeqszpxvJVeXrqYKNWu9kZL0VpbcENegiKRJQveaUMv9lwTV9LsdmOG++M9J5vvC+G/C7b8q2fCpiTtWHRq1hdpLxSuNJHVecxzXYo8x1Mvbu6MK1GW5/4NjA19VxBDYwOJshZL3KPbQ008qZnzHGMN1y8DufuR8fueNhAMgEsINqTl3LKuw6UNRHutD4TJrHTicb95VeIOS5wzCn/hDMKdXU75nvlB6HGGTGmJgXdJg5GhQjdZVV+5ymJSk/ecMhnF4PcMeDx9PgNDFMm+u4ufVNDk6JlaeEhWNZIjjtJ2UjrqTYGsScCmZUaWu32s8yp/K67NpWrqyGglOqOaWESNznNL322BApTpi0pW4SwzCnps/pxmj6rn4XY+wuxtgfMsbK0+M1IbeSyTSnT/5Jg6tKcArEm0h1ExtKWRh1sz7KgOt4JIUdVHNarfWHjI1YryaY0yCK8Nn7nsI/fP1JPHl6vbasl3C8YFF94OgK9i90Kwfxjm2lk5c0hlLmNP6NaUEeVdbr2pbI5BVBV3B67xOncWyA8zMQf6Zqbr3xb6DeRzJLR+OrzpxLG4+y1ju9IWqcyqDem8LBL/lsMitZlTmlMVgWxAfKOUeF2sKjKCGhBqyj/h5UI11Wc0qPV2U1266NN16zH3/5xSP4ztN5loTgh9UdgQ0Mzmakbr3D3Zy0af75v74bQLZWvVUQnHLOxUZZlCdJLykKTosSahnH0jDdgK/0Rqg5HcYQKdmnnTdfriSROzPQ3KPDzNGgGDRGy5jTKc/G5XvmMJeYktKatn8xLq+a7+aD0/V+NsAD0oSF61jouDbOJH4TJOsF4jFEy1ohcxplA1f6/5pScyqPZ8diuURQypzGMt4ZKX7wQy5kwP0gwko/SNhhOyUyQr5hMlh8r0bWW4paqz5j7DbG2N0F/70WwO8COAjgSgCPA/i/So5xC2PsTsbYnUePHq10HfKEVSTr7SYZxio1p0Ai+SxgDuh8qjRwlM0UTawb9Tmtz5wSm1O8YdbDnCbBqZRBeirZ7Pshr2eIJL23iDm9/6nlypJeIN4giISD9B2tKczpWmVDpOFlvVU2/HQ97/nY1/A7n7l/4GvXg6puvcXMqZw57wexgU1dE4pYZr0xczpMvWX2uApzKoKs+HF541TVlIq+2zIWm6TPVVscLE5na3iKOtbIc5JtsZF/D89midkbZZuzn4XGclVZLwC866UXgQP4qy8dKX0NNWY3MJg0CPZkyHtTVRBMeYNlvTT/yDWnMnOqmiEB5bXlBF8KTtdGaiUjraklwSkF2+cNYE7l8iZHmW8N9KOsHyfNydRtYmeyJrlO/LrzF2LmdEfXyyVfZOaUxgINO9eKa06p3Mx1LBEIy90SKPCUrysQwacSnCp7ODnR6mzAnPoSc6r+7YdxN5ApzxF1snT8jQ2RGFgFb5HthFp3Nef8Bs755QX/fYJz/iTnPOScRwD+C4BrSo5xK+f8MOf88NLSUqXrkFvJyBM01WKRdLYec6pM/JIEVN24VTJEGlhzGpaaBAwLIeuN4sJytSZNj1tvOokA8YL0lMRE1ao5dcuZ0yjiePDpFRxYqmaGBMSTXCQmr/S7WVech6saIm0s663uQAtkNzin1or7gxLW/XpuvernkBcbP4xGlpAWn4sNZYhUlmwpg1qjSt97UUJp1N/40DnTuHDnFC5IssZlzKk/4JzDYOeUwpwWBOhywFolO0utj4KCewJIHRHr1IOeM9PG/oUuHiioLxPnMbJegwkFzfPD3p5/95MvxLUXLoi/O7k+p8XqBrnmtIg5lTfSRWuUrGChOTnkXLBdwzCn8r5spbSVDDGng2S96V6P5p4qa5nBcKCxoQZRVAM9n+y9lxLX3pyst+vmArVMcKqMHQoWST4uM6dFsl65vZrKjApDpAHMqZvUnNJnApSa05Cjm5H1pv4v7/nYXfjmk8votuxYiiyVs23khcGYaSOzEZp06z1X+vN1AO5u6lxZQyQpOE0GMk3iRVKAYeBYLLc5EwO9oOZ0lM35UIZIfv1WMp7EnH7v//Mv+NA/PZB5Xotbb46VivDUmfX0GjTJelXmtB/GtQHzXU9929Cwpd9YHkNqzSk5FFZpJTM4OM2+dlTI11OUyf7015/E7Q8cA+e8sqyXxvWg4LQfRiOb7xRh0PclM7WD6l+LoAZqq/0QZ9b9wgBoVGbzwNI0PiMZHJXXnJKst9riJNfYA1mG9vhKHydW+jnmdFQ4VpwcoOBfneMowK76GQgHl6aEmZmMv7v7cXzzyTOxRMowpwYTiFFayQCx2d+l582Kv3PMqTLvFzGnMmt0PFlHz5VktIXGZ0r7DCBOCK9WZE7LWslQcDBMzSmQzs91OxkYlMMqYU6nWg7+7O3X4vufsw8AsDQTjyHau8x3PZwz08K5s+1cYCsz52pw6toMLccWY8qzWca9n4YvjXX5t6e9gNrnNK05zTKrdL007kiafDphbYkplWW9cQ1q/Hq6f1Z7YSLrTYmMjbwYLMZGTn5vNzS56v8qY+xrjLG7ALwEwE81daJsKxlJ1pv8e0c3HnSvu2pPpeOrTq5AajgSRjxXjzUSc5oEXYNMBXpBVDt4lE1mHj6+mqvz0sKc2mpwyvHUaZk5rf4Z5MD25Jqf2SzLi3BV2BaTTK6KmNOabr3O4D6ntZlTOTgtGEu//vf34ff/5wPxBM+rSaE8J2+qBaQBOxAzajrqKAYFp7I8vywALIP63X7onx7Am/7g84UJgaqLh5AhlWzaKOFR9X5QJbpyIPpzf3kXfu5jd2XY1Crjiez7i3rDAZKst2bgeGBpGt9+eiUX/L7v43fjT27/jmklYzCxoE37KPfnnKQSU2tO1QS3YE4tS6o5Te+zx06uo+vZOHe2I72n3GgGSO/7IIoljcDwNaf0MctqTrtDyHqLmFMdexeDYpS59QLAdQcWBYtIsl55n/bf3nE9fuJlh3L7gdQ9l6MfRJljkyESwbWtzHqq9jmVk6O0h6JkCq2/aseFQKk57ajBqVJzSsFoPwjRD6JMUggAXnnFuYkhUohPfvUxPHx8FbvnyscwEHtAGOZ0MBrz2eacv7mpY6uQ+wT6hcypg6//4k2V5R/2IOY0jGCx+OahWrtR6rsc24Jrs1wGST5PP6zPnDqSJNMPee58epjT7DX2gwhPS+Y8daTJ8kae81h6Qf2z6Lepw7BkmNNMcJoWuQPpwjrqvOIVSMNlqPbmoyLLnObH0nIvwGovFNKTOsyp+jnW+tnNi446iiITMkId5rRoQXjy9HphoFjVSW9Q7+KTq31R6zXXdXPPD4vf/IEr8Z1jK/jN276FlV4g2HCS6sntZap8Ds+Ja37prbma06D+PQfEzGk/iPDoiTXsX0ydtvthbOMfGFmvwYSCkl+j5MDk4FR2692/MIV//tbTiQw+W/PuWClLIwenDx+PTQSn28XdDooeo3/7YSTYrWGYUz/i6HpOsg4N7nM6qG2e/JyQ9RrmtDGU1ZyqIFmvvDc4PylvKXPrpfVxruMKFlKW2cZ/Zw2RaPj2hCNvOjZVZrSn1pyG+USrbaXnU4PTfrJXpsdX+nGwKo/Bf/65l2DfQhefve8oen6E//NT9+JZe+bw7pcdGvh9WYyZetMNMBEppwt3TuGv3/k8XHdgIWuIlIxBm8WOXFUHg2uzXEaxqOa07dqVsiFtyelLhZAv1KyrEGY2IYcfRrnsZRPM6ZOne5BjhzrGJur1HZekvdqY0wGyXjrHekM1pzL7VcetFyjeLJxZ97HSD1LWroZb70BZb7CxGcAw8Ozivn1A3ZrT/Bj0w2Lr9+rBaXyO1X6I/37XY2LsPHB0GVf+4qfxu4mkfr5TPTj93qv24NoLFwEAb/2jL+BFv/YZAPHYjWtz0tdWZU79kJe2kukL5rSurDc2MVOlvWHE4Ufx5sAwpwaTCBrWVZlTuc/plfvn0Qsi3PfEGfEY7Vlsi4m1ORucrmLfQlcwli3HKmRO5fme1sblHrnWlzOnnHP81m3fwoNPr8CX1F9FNaeMDafmkc0vjSFS86CEtNofXMVS4iBf5HeRl/VmXXRVB2b593QdK20lU2CIlFVRqTWnWVlvUc2pH0Zi/M8nyeKTxJz6EfwgwnTLRcuxcHrdhx9yYYgEpBL02BApxKk1H4fPX8iZLKlgjFXeX2wXTMxdfeW+eXiOnSnep4FcdwwUMaeyWy8N+qrBacu1S2W9PcF01fup5MBCluQQdGQf1Y3q41LPSKAuc5p970nJFIkWzDo3u83SBESGOQ3UVjIVZb3JZh+Ix47a3zErNRn9e5KDZTU45ZxjuRdgrR8KyW+7QjKCft+crFfanPTCSMukO4g5zbj1amBO43sif/9VlSeTQuP2B47hXR/+Mj7/7fi3fuxkfD/c9o0nAcROhnUgf89PJvL5IOKZ/qRANXmyYzH0BxkiCVlVXeY0G5x+5t6n8MjxVQQRF6oRw5waTCKsEWtOASU4lZjTK/fOAwC+euSkeIzmT8diYi6jpDrnHA8fX8X5C13BBE21nA37nBJTRW6q810P636YM1gE4uD3N277Jt714S8hiNIgoAhd184ozu56/434i1uuy71OlvWKvtLGEKkx0FZko33tzhkKTvOsuLqO0n6B/i+PacdmitEXy92jqwQAACAASURBVMh6aRnqF7D2opXMBm69mfEcRMJxmNZj2luSl4nrMMy0XZxeC2JZrxScWiJBYmPND5PWMhuPR9syst6NMDHBKRDbUMusFw3WuvS5a+fbWoTSpo0Gfce1K8ncOl6+XoTQ08ycUh1ZE8ypml17/OR65u96rWQogxd/Dpk5DTQxp2orGcbS7F5qiFSdOaXJ8vMPHscb/8vn8PXHTovn5WCiymZcZq3VPqDrfjypy8xpnT6nOeZUrjkNIy2F/nH7po2ZU7/kNWUoCpz9MEJYsCmr2uqFFlfqmUpMgbyxAtJMbVWoU02UqDj6YZTZLFa5L7zErbes5pTukbqs5o4pD4ylUqp3ffhL+NPPPSQUKYGpOTWYUIza5xRQZL1S7du+hQ4Wpjx85eE0OKV71860kokfe+pMD+t+hP2LXSGn7Xp2YelJEHIhPaa5//R6fL8uTHmIeHF5xbFkjbYTc7WBwaki5Z1tu5kggCD7i1C9oWFOm0PKnG4g6yXmtKB3rjp90/pNhIzcbcOxrEz5nWtbkiFSuq7RXirD6he0kgmTulZA2rNLa30vkJnTODgV0mE/NkTybAuzHQdn1n30w6gw+Gy7Flb7ITjPj+UiGEOkjdFYzelWQGVbiDmta9Di2CwTPHDOxQAOwkhsYuOiaL2y3tQ8pWbNqUXGS/HxZObUsy09dYLKMR49mWVO67n1xhPC7tk2Hj25lmkgLmS9NWtORcF88v/ZtpuThFQ1RPKctM/pcpJ1XpGCuroGNvIYl4143v7Hd4ogaLUfiuuvVHMqScNlyMwp53oygoMMpHpJL9WIp8Zkw6Lo2oKQF26uqi4etLjSGC0yRmIsH6yOCvX6njrTQxDFsl4dhkiB5Nar/uZC1qulBVWsTOGcY9UP0fPDWNYbGlmvweQiZU6Hfw8Fp6oMljGGK/bO4WuPnhKPpV4MTPILiB97+PgqAGD/QhdPJ0m0Kc8pnAfJ82Ldj0TwSswpmU2u+2HuPqXk3I6uh+Mr/YHJuKLAtWjems649Zqa06Yhak43SNSekzCnJ4tkvSpz2qfgNM+ceg7LKOxUQyQh603Gobz+hwXBqbw3KWROw9TgaE4ps1nzQ0Q83jvPtF2cWvPhh5GoUf2xFx4Qr5WJl6KkigrGmGFON8CEBadWhkmhebauzNC2rIzcRb4hgogL1uXQOTO5HpzDoO2WB6eCOa0r63XSOjggGxjpcrtTJzBanJZmWjh6pqelz+k5sy08enItw/zqYE4tiyEUCYf4H3MdVwQYFLCu1ZL1ZmXD2fpo2RBJXyuZbzyesrOr/VBkKyu59VK/sQGGSICextKqCkLGuh9ituMWNpHfCEW/G0lhVVTt10pj9cQqGSuQIUN6jtm2q2Feyr7/oWMr4rPUrzllGeY010qGglMNv3WcGOLwQw7O0/FFAapZxA0mEbRpr1Jzqspggdh74/PfPg7OORhLk62OZQl5Jm3uHzqWBqf3JnWq3VZxeVEQ8mSPEol9EO1XqI3fuh9hpp1935OnY+XUwpSHe5/YQNbr5beiRd/LjFJzalxPmwX9BhuNUTKnvOic6dxz6r5QlfWqzOkwhkhF6zXt0SgZ3A+jTNuisKBsa6blCP+NjmsltaPZumrXYZhtOzix2gfn8TV951delVEnyfupqQ3qTYE4IWUMkQZjooLTeEOb3/DXZc9nWo6QsQBZliuIIgRRPDB/4mUX4bLz5kY+fifRqxchrRGsKetNbgQK6lZ76fl09QnLufUmE8jOaQ3BafLexak4Q5fJiGmoOXUyzGn8+853XTx6cg2c8xxzWs0QKbvRlzf8qr35qChz613zQ1FDEUZcyCc7lZjTYrfevuJKq6PmdGCf0yDCbLtacFoWcBbdf1X7tbYcC4xJtStBflHcUVPSC+TH4EPHVxPDM17brddJDKlowVfl075W5tRCEHExbmnO85PgVMc5DAzONlSR9dJGvlMQzO3b0cWaH+LYSh87p1uZpK1gTpPHHk9UTXt2dPC8gzvxymftRhByPKi0mIvfE+USkzSnkYSxKLn+xKk4OJ1uOQhCjo5bvt0sClzV78VzrAxD5Tlx25FRuiMYjAbai2y0J3FsC//tHdfjwM6p3HPq70hjhRL9as2pzIR7DhPBaV9a14rUSKrhUT+IsC4lzmXm9Iq9c7j5Ofvx/Yf34u/ueQJAvA+e8hys+/3M8WJZr4uvPBJL5kkBII87+ZqLEi1F34lJqgzGRK36jlIbKmS9NQfBzmkv0xJFdlaVDZHqMC1lhkhkyFOXOaXAQsh6m2BOC77nlmOJbGcdWa8ngtM4Q1fUTqRWzSljUk1CfOy5josw4ugFqTHMekVZL/WNjK83+38gm/CowpxmDJGk72atH2ZYNKrVrVZzWmyIpErBdPQ5dWxWaM4BxDW1qgRnWJT9bkX3X9X7mTGGlmOlzKlS8wIAczXNkID8Z3n42Goq663bSsbO1pyqNbm6+pzS9dF9BqRzXpAYMulgZw0MzjbQrTPKdNl2bbQcK9NGhrBvIW7F9Egi2aWEp20xkWij+3m5F4hg71l75/ChN12NlmsXy3qDWFpvsXRtpDmN6u+KHOKfSJjTIIoyrqhFKA5Os3/Lrq5AvN4bSW+zGCWB8pwLFrCY1J4WHQNIjfaAdC8lu9a7tpUxRHJtS+xPi2S9H3zjVTiwFAfEgRK49oMIq77EnEolKm3Hxg9eux+OnTK1nnJu+Rpm246Qsi+pEgFkyaNBrZAIhjndGBMVnLo2y7j1CkOAmpvlxekWji2ncl2ZRIgNkeoxd51Bsl5fjysmSSuIOZXXoLqBr3oOGS3Hwkxys9YzRIrfO9VyhG03QTZ+qArXYTmGi7LUy71ATGxC1jvimPISmaTMwoYFYxWoJpXMGCIlnyOK8v1sSXZeRdYr5DU5Fk0JTjW1kiljTntBVDk4HSWBUeeWa7u2+E17BeYNddrIENTv+TvHVoTDrZxAqzL/uUn9Pv226qaVgnktLais2Clb9E300/vQD4whksFkglWQ9QJx0rRI+bJvIW5rceREzIqmXgwpc0qPxa6i2U20a7FSuaRrM2FsBKTBAbFERfsXkvX2glgOPEitM0zNqXq9jm1Vcp03GB7D1pwOPIa0/nQ8O+eiO6cEp6ohUpGsl45x3YEF/NYPXAVAbiWTynrXCsq/fMknhq4JiPfBUwWsZ8e1hXwdSHu6ypD30N0h3HoZY1qS+JOMibqzHSu7oRWtZGozpy2s9kOhX8/Kerk4T1XmblDNKdWr1ZXeUnBbJF+sKxkmFG0i264tTAx0yHqnW3bu+6JJp84mdrrliBoDOp5ovtwLxGOrJOsd8VSObYHzpC9uQXuOoCbTlTFECiNEERcMlAxiTqskCsQiESjMqbKhaaKVzJcePoFTq9R/LMRsp1pFgj3CIrtRb7dBkDdivQLmtK5TL5DPZseGDVRzGp/rxRcv4Xuv2jPysV2VOVWCU5JU6/gcgjlN7i36voIwQj/kRtZrMJGgOXvUEpG5TrGT7b4dCXN6ImFORdLWEiwkPbbSC3MBoWr8eOTEKt7+x3fi1JoPx7ZgMZaT9dJ19ArWGpL1xsqjaGDvxyIppPy9WAUGci3HQnuI+j6D6jhnpoWd0x4uWMzLdYeFvP+e8hwxdooMkWI2PGuIlCq20nWN1gjHsiQn6mwSWDVEErLfiGfUaTOtRCrv2oVjdGHKy9TFnlMUnI7InNqmz+mGmKhVnxwmCUTw1LVs3jkdS/CePhNv7LOy3igjn6mC9gBZL93ItZnT5NrWChpg62JOiz5/y7XEzVovOI1v/m7LiWt05YyYhprTmbYrZBuyrBeIF3Ka2OinryLrBWKWsZg5jXKvHQXq9ahZQ0IdWa+dGFCobUV8JXDRYZHuSuZmUcRx862fw//3+YcAxDWnm8Kc1vgc8vdbVHPaBHNKwSTn6eL9hqv34cdffHDkY1Pro7KaUzIKq9urFUiY0zCV9dJGl1QpRtZrMImoUnMKAId2TeP8xW7u8amWg4UpD48cV5hTi8VMjcVEzd5KL8+cOnbW+PGLD53Abd94Et984kwi62WZjT+Qmr/0CvYv1Hu5nzCnZbLeK/bO4ar987nH5fnt+YeW8PxDOzPPv+NFB/EL33NZ4TEN9GC+6+HOn385rtq/o/Ix5N+x69kiwUH7k1mVOZVrThW3Xtp/0Th0bJZ2EVBrTkuY0yDMrimXnTeLD7zucjzvop2FcvmFaS9jxFXEnMoB9SD5OsGy9CTxJxmTZYhkZ2Upoag5rXdcajB8dLmH/YvdjNlIGPHastKOaxeyXEC6yaxTrwmk11YUsGhjTguYprYjM6c1ZL3JzT/lJcypVOOio+Z0pu2IFi855rQf5AKy0Q2R4tf3w6iQOZXJx0rMqVp/eHw1x3YBcnBabTyRUY6MJphT1d24H0SC2V7tB5XbsGwUcHpO2o+2BnGaScSIWmNp4zevo+ZU+SxBmLoOU7Kr6k/hJjW/ZTWnJ1f7aLuWlpov21ZqTv30+zKyXoNJhSWC09He98Gbryo1Adq3o4MjgjnNJm3tpGUTEJf3qJtoN5HXEyjgPNMLsHOmBdtiIjigOY2YU3X/cmrVz8zXQLkJ361vPozdc/k6PnmNfc8rLs6ZTV6+Z3TzSYPNh1Ui66U9nGqIZFuSrDdjiCTVnArmNN/Dt1/KnKbrirymWBbDm649P76+AtOunVMtIeudaTuFa578WJE0WIUxRNoYE7XqOzbLbPgpiKzL5FCDYTJFkjf9vtQjsY6styhoBKRWMjWDU8YYXJsJWaoMbcxpUc2pa2E6uVnrnGdH14NjMZw718l9XzpqTmfaLpb7AaIo7e1I7NbyegA1zhu9z2n82Z/9n/5BbB5ktlT+d5X6DlW6/gO/fzve/8l7cq87VoM5BeJMptrzMox4JnmiRdYrOW+LRSeIsNILsO5Hwrp+VAy6tl2zLVx+3qx0DdXHazFzKtWc6pD1Kpcny3B7Qn5e7bdwbStxIi+uOT2+4mthTQHJrVfIeok5jXISLAODSQHdmqPOl45tlb5nz46O6C9O8yftS2zGxOZ+uRfkpMGOMrdTwLncC+DaVsa4KZX1xvOcqvy6/dtPi3+fIod4z8Yzz43nV6qPBcqDc3l+qzMXG2wt5H2xLOsVzKmUaHatvCGScIoO8sGpbaVBXhDGvbJldr+o5aAfRaV7LBrP8liXmdMi1hTI7s+H6XN65b75Wmz0dsBE3fGOZSWytngQ6nLrXSRZbxKcyvu0MIpqn6ft2ugFUaZvUj+I8Od3PCw2bDqMR1zbwnqDzGlRcN52bOxd6KDj2kNp8cuwNNPCZ3/uJXjZM89Bx7UyNS5ps/Hq39FMywHnwLLEklIAIbcRIlRpJUNQ3RSB7Oa/SpJDfc+JVb+wLcCJlT5si1Vmoxw7b5rhhxyetHnRwpw6MnOa1pLQPbizwBVwGAwK/N/+/AP4q3/7PPF3nf2QzEwXufXuns0zBaMiL+tNE2W0sayamKPWR4EwRMr+5idX+1rYXyDv1pvWnMYbDa+GGcd2BWPsDYyxexhjEWPssPLcexlj9zPG7mOM3bRV17jdQcoHna1Qup4jNv1q0lZO+K32gxzDo87tVBPIeZahAtI5jZgmtbXHP913FDMtB9deuCDq0zuejU+9+wX4zq+8Cm+4ep94bVkCTVaGGAnk+EL+7TqeLSlkQrQcK0NauA7LmFy5tgUrCUBlQ6SUELIyzCmVtQAxg1pknOmH5WocUhNMS/fGlGcL6fFSyb6DktGuzYZSOf70jRfj/a8xkvRBmDhZL5Bslp20uL8uc0q9NYtqTuUNXNXsHg3sYyt9/PWXH8Xbnnchbv/2Mfz7v/oaXvPs8wDUl/UC8Y0ut5AB4tYs5+/M169UQWFw6tp4zbP34AWHlobKKA3CnvmOOGaWOU0lHlVBmbEz64H4PWlCosyvjFFPJV8b7fPDApYfqN9KhiC3P3ISSdfxlX4th0O5X2s/iPDoyTUESSbSZgwB51pc6FzJGVJ24Tt6hoJTD7/3Q1fj4NJoRg2DTI7UDZAu5lQwgcnn+L0f+i68/NLdlY9NUL9nWVpHkryq+RqaS+mYqkT8xGofC1P12V+g3K23l9QYGea0Eu4G8HoAvy8/yBi7FMDNAC4DcB6A2xhjz+CcF0t3DBoDBWU6h7fsZC9v4AGSz8f31kovzK3HbqJgIMhsqGtbmfmmpzCncrL49LqPz9z3FJ5/aCd6QSTWTzkJLs+1ZfsztQWJwXhC/n0zNad+iI5nZ/xUHMuCY1tiv0LPkQdC/thp4j9InOoJMnPa9dI2SUHIS8cTGXNNtx2cSWTpjDHB7p5TklSm9b7uHtcgxUSt+o4YpImRCtcTnHqOhbmOWyjrlWtOq+5liWX51N1P4Jf+5hu478kzgjEl4xEdwWnLsbDSywanf/Fj1+Pfv+KS2scGSgyRnDizVZXpKkLHtTO1BBTE1JX1ArGEl35PqoUgl1iCxUbPdj+S2PsDWcMXgvzvSq1kCt4jxxPkMLfcC2rVCcrtBv73j38NL/n1f8KJVR+OZUmbLf01p0C8IZKZ01dcvhuHds2MdNxBmxyVVa0TZHcGGCJdtX+Hlu9IHoMtJ6uKoKCyKitDCz4lgVQp98lVvwHmND4XXTvd46bmdHRwzr/BOb+v4KnXAvhzznmPc/4ggPsBXLO5V2cAVHfrHYS2Y4ugUiRt7VTWSz4cK/0gZ/5Cbr1cOKKm84lrs8xckraSiY9Bc9zJ1T5e+uufxZOne/jeq/bAsy1hNCjLNeXPXDbPyoyqYU7HF1lDpKxbb8e1s8xpMlY7EhMJxPtfVTouG30B8XiXOwn0g9QQaarlCALAD8tLRWg8zyg9dYWst5Q5JU8UE5zqwkSt+rTx9EWtWvy4jolt57QnyXol5lSqy6rKtNCNeDrJMK700gDpdDKx13XrBeIbfLmXTZC3HEubrIgVFHk30SRbbSUj93OripQ59YUzKQWnqqy3ynj6N9+1R8ia081DNsmRHr++W6+KJSnjVys4dSxhgPSP33gSQDxeXTvt26WnlYyVqzn1Q46jSb/hstqPjTDo2tT7d5S2MyoyNadhdrOoa6MlH2e65WQSNmv95FwV721KhhW1wQHipNkODXWzQMrq031BzCltLFwj69WJPQAekf4+kjyWA2PsFsbYnYyxO48ePbopF7edYDURnCbmipznvTAoCQTEc3aOOZUc5YEscxrXuaavpcQhyXppnvi7u5/A08s9/PHbrsFNl+3OJNXlhJ18rLLlTv5e6qztBlsL+bfuZvqcRui4KXNqW2kCpOXaYCxd41zbyrUrovEqak4V5rQXxLLethvXrab+CeWlIoI5Te4NWmJ3dD20HAv7pVppGWT2WeT2a1ANExWcCno/VJnT+sdemPKE06lcfhWGvHbNKWWORHDaD0V7jtNrflz0rSE4LWJOdTCyMtRFREetrIo4OI3wya8+huMr/drJAQDCUfiMxJzSxKnKeqtsJs5fnML/+yPPAZAyQ4ESnNLwqbIZH5RgsC2GHV1XHLeOMZUjyW3lDKhjpxnMun2FAcCzGfwoUgwOQjydyHqrGiINZE6V5+q1ksnXnPqKQUldyNfXbdmZzSQt5HXq4GXI7YKiiOPUmj5DJJU57RnmdCgwxm5jjN1d8N9rB72t4LG8rTcAzvmtnPPDnPPDS0tLei7aQICWK73BadxPuy+Zo8k1p2HifO6HXLSBIaSb/GwfSiBOjmd6aedkvfHf//2ux3HBYhcvTNq+yPsLeU7J9jA1NaeTjFJZbz9E27WTHrrZfU/HsxITroQ5tVmOOaXXyzWntFewWHwPrPZjdlZOzARDMKfTiZKOgtSOZ+Nv3/0CvPHa/YXvo/W+qF+vQTVM1Dep9jsSwamGia3t2kKekulzGvGcK96o8Oz4hhDW671AsCyn13wtrCkQZ3fWFLde3bUcrmVhHekk0mqAOe14Fh49uYZ/95Ev44XPWMLrrorrcut8ltkkOD297qdBhG2h27JzwWnVhZImRFV2Ff+bo+3aWO2H2hfiH77+fFx67iy+9NAJ+GFQauk/DGS5LVnBr/ZDuJIxgY4kt2PHmyxZNu+HHE8v97Aw5VUOWAZ9t+pzdX4HuW2Syj7qqqGUczFTnoNH/FQ6TmOs6r5XTSrJY/X0uo+I62mHAyRuvSEXjKnqjG2C02Jwzm+o8LYjAPZJf+8F8JieKzIYBWmfU33HpACwF0Q5LwwrUShQgrrIrRcoY06zst6eMERKz3dq1ce/PvA0fvzFB1MGLBOcSu07hgg8jVvvZEA1RKI1nVhNIE5iyK0I246dKW/ynDxz6iVrLI2NQApOp1qOaCXT9RyhzgHioLWMiRey3uTekFvWHVyaLv2MbcOcasdE3fE0uL/yyMlMWwUdBi0tJ5WShpngNBIbt6pBMGUXV0RfsFAsEKfXfW2tXopYUlczs6lKIRthTqWN/7Hlnt6a014gmHfHYpjynHxwWnE8UfBcVnNKv49uA5ifufFivOHwPrEZqSXrlYJTur9U5rSKLFmFnGhKm2vHNac7p6sHRYM2Obma0xrjqbiVjGbmVLboVzaaNFdVHatqT2K55vREUoOtS9aruvWqMJI+rfgkgJsZYy3G2IUADgG4Y4uvaVvC0lgGQaBk8LofpvsfO8uckimiWh9HTFQgko9yzWm2fY3MylLg8NDxFUQcuHJf2iIjI+v1ZFlveqyyKcowp5MBOQlD60o/kdzSmPBsKzPPt107szeNZb3Z9cEbwJxOU3DajwPgeI0hF/goEwjLIOaTjjlssGlZDJ5tmZpTjZiob5IG94/96RfxjhcdFE6eOia2tpu6hcnOqn/xhUfiAusa56AJnOpBV/tBJoupjznNH0fXsQnq5r+JmlN5kZvyHK01p7/9j/eLGlPHZphuOTi9lpVCt71qn4mujxiiMMxKJbvJRFjFEGkQKLtNzL9a7D8KXKWXMBAnU6ZajrTZqnx4AdHbLIyEzKyXuO/VMdcaVEeqjt06P4PMTqetUfTWnKpyKRmilUxlWW/2u5B/cypv0Nbn1GboBWEuM07QPUdtBzDGXgfgtwEsAfgbxthXOOc3cc7vYYx9FMDXAQQA3mmcercGdP/qbCVDTuw9P8olwywKTnupSYwMtea052cNkYrmLcey0EqcVB8/tQ4AOHcu9TcoqznNmB2VGSLJNacmOB1bCFm5bYnxQKwmtevzHDuTpOi4dkYx49pWRmYev0epOQ05+okh0lTLwVNneoI59cNYSRBFHBEvV+PQHuzc+XgMf9/Ve4f+nC3HMm69GjFR36TMON33xGkc2BkHpzrmftmER96b62DtaPO13EtrTuWSOl11oUUSW92SOXURaarmlNBt2VpqTqku4YnT6+Ixx4plvU+d7mVee8sLDlQ6B12favVP/6asYh0jHhVtN3XRbbsWlnvAv3vZocrHc2wLx1f6+MojJ8Vjq/14kaGhpMUQSVpw5FYyx5b7uHLffO3jFkG97jqbxqKa0yaZU7WHMCVAqtaz5ZhTaayeTBzE5w1zetaCc/5xAB8vee4DAD6wuVdkoCJVmug7ZjvDnGaTYSpz2lVYIUpw0fPy/ehKfawzn8FmaLkxq/VEEpzuksz3WnZxcDoMK2rceicD9Fs7VtoDtBeGWPNDMV5bjiVcooHYF0NOSsbsvFpzmsrVGUvceiVZbxhxLK/HZUwcsZTYVxysVXST69m7o4uvvf/G3Lo6CAeWpnDROeXSX4PRMFHBqezANd12hfxWx8TWcixRY6c6VwIo3VgNg1TWmzCnvSAT1OkKTlUGQnZD0wX1pm/KrZcw5TkIJRluVTDGMk4h9N1Mtxzcv7YMAPjuy3ej7dp42/MvrHQOuj4hD1cMkeg3L5OcDIOLzpnG/U8ti7/lAv0/edu1cGyGZ4zYfkWGZ1u447HTeMPv/at4bK0fxE3aNbpPkqRHluf3gwjHlntYrCHrHezWqzMpUOTWyzOOhHUhb/DKZL1VP5JaSiDXnK72i5mXqqB6oJ5fPIeamlODSQTdmzoNkWgNWS9gTm3LSpjTYlkv/U3Py0yVY1mFDKeTyBn7QYQnTq/DtRkWpcx6xhAp00omPcZGZn5hVE+ZZrC1kFvMUbKiH0RY76fBqedYGS+XmDmVak5tS3iyEOR1gdaQVNYbH/fUmo9dc230wijjD1NmOklrWsu2MvWmw+AT73p+JsA2qIeJWvVl5my65WitOW27tpC5RJoHYEvIeuObb6UfZmq8VBaj8nmUDWcTmz5aROgzqfJAHZCPKTdXrss4qnJVIF6wqRnza559Hn7jB66sYYhENadZJg2I65jp96l6/LvefyP+4pbrMo/J2epLz5utFZgC6WfwpfG56oex456Uoa8LCtB9SdbbDyKs9ENhVlAF8rV9+O3X4jd/4ErxN42fd77kYOXjEwrdeqNIazJIZhZU500aY5XdegfUnNLvoUtuq7r1qjCyXoNJBGMMP/HSi/DyS3dpO6ZgToN0DyEztFlZb/YeJ8f6ZRGcSsypwwqDaIsxtFxbMKe7ZtuZeUneu8hzyrA9sXW2JzPYGtBv6Cqy3vUgEvuTlmNl1ubrDy7iBYdSh3DXYZkaaCCb+KA1hBLBlGg5ve6j69pCNaCahKlYnPbAGLCjYjcAnRL97Y6JYk5l1m7Ks0UWQ49bb8qc6g5OPSU4Xe0HmcBFm6xXOU4Tmz6SVrcSGYauwFpGtl8a0y6XBAD6ibslJg5VIFodRdS/M8JqP8Av/+29CXOabTw9KmbbrtjgMxZ/hk7F+tgyFCU0OM/WJOm431wnL+uljH4dB2j52g7tmsEhKVingPhnb7oEP3vTJZXPAaSbRNdmIjgNa9amD0K3lDmtKOsdUHNKjc51yW0dK+5BZ2S9BtsNP33jxVqPJ8t61XIXO7nPyphTkjBS8Cozp65lFc7rjsXitd4PcXTdz9SbAuneMgMSsAAAIABJREFUxbZYZl1LVTaDPw8pmMymf3whJyJEcBrGZkXCEEnZm/7I87LqNM+2csoaL8OcxmOb1loay6fWfHQ8O9knRiJ4LdtjnTvXwd//5Atx0QBnXoPNQa3ohDH2BsbYPYyxiDF2WHnuvYyx+xlj9zHGbqp3mcNB3jgHUgsKHbKZlmMLN7AiWW8d0HUvJ4Y1K71QmKcA2bqNOlCD0yaa2wvmNFkkm2BO5eC0H6S/RxN287IUqe4mWQ1Mgojjo194BH/6uYcAQGpGXf1zeElt0K6ZeJOgGuXURdmYkWVfOpQKjsSc0u97Ork/6kjF5d/AYtkFTqtrZpJomOt4YkEMGpSnqbUxa3WDU6c8OKXPo585NbJeA4M6oPV23Y9yNac2ixPrq/3iVjL0N3lf5N16s+diLHEpdSz0w5g53T3XybyGgo6Oa2cCzNTBdQPm1Co2YjIYH8g1z7Rm9PwoU3OquvWqiN16s8wpJbDpHPH+PF6nZjuxJHc1CYAFcxpF4nhleMauGS0JdoN6qLvq3w3g9QD+p/wgY+xSADcDuAzAKwB8iDHWeAMgeePXC0KQEk2PrDe5qYKoMeaUNpSr/SDT9F5XKxmVxWxE1mtnZb1NMKdycNILo9p9Zgm/84NX5dzZZClS3RYpavAcRtlm0PQ71wmCGYsz2Xt2xJuEOj1Ni1A2ZlybpbJeDUkPV5IP071AyoI6CQ95o2NbLHOtOhk6ygjPdRxRDqD+3jqh/s6ilUxlt97s8eSaU9FqSdNncZKsds8vlvU2kUQzMJhEFDOnFBzE/YSXy2S9Ijgl5jTb51QNJOUSnp4fu/Xuns06qVMwos4no8h6Tb3peMOR9gW016XOAbRudTx74F7RdTZiTuM1hGpOd0sMPpldyjWnTa3DBvpQS9bLOf8GUKizfi2AP+ec9wA8yBi7H8A1AG6vc76NIA+4dT8SLV90EGrypK+ZOM0xECu9MLMZbKqVTDM1p6msF2iq5jTLnAZRJLK4dfDqK87DJbtn8ZdfPCKdKzsB1oEa/AQRzwQV7ZqyXkLLsbGj62HKs7Uzp2XstGOlNSNaDJFEW4Mocy8A9QJu+foti+VMFXThwsUp7Oi6uGT3LB4+vgogrtVsigVQE1jrwq234vFU5lSqOfU3MJUYFbbFEIaGOTUwqAtaQ3qJoshi2UAw5Bxr/WxgQEhlvYlbr9JKRp3X6W/PsfD4qXX0gqicOfWK23RttFZYFgOMx8xYg35jx0prTql3PO2vfvamizM+FipaBX1OXUX1JPc5PbcgOJWfNwnPsx9Nrfp7ADwi/X0keaxRyAMuDiL1uvUC6aSvE6refrUfZDaD2tx6N1HWm1qEN8GcZs1mdMolF5VCeLW+tQ7U4DQMeabRdGqIVO/3brsWZjsOZjuu9prTMtMaObOupZWMqM+NMvcCUE/WK1+azbJ1UDpl4fsXu/jyf7wRh3ZNw0/6qwUh197DlqA6PNNCXjVhM6iVjD+ENGoUOEnv3LKxZYJTA4PhkMp6w2RdzG/ge2GElmPlSIW2a8FiaXnRutJKRp3XU+bUxuMn4zYyOxUndZGkVuaTYWtObcswp+MOW0qOqMEp7a+u2DuPq8/fUXoM17ZEOQlB3s86Fkv6nFJwmiZJSNYbhFxL20GDzcGGzClj7DYAuwueeh/n/BNlbyt4rDCiY4zdAuAWANi/f/9GlzMQ8oBb90PRSkYHk5NlTrMf5Y/e+pxabRVUlmKlH26KIdJmyHobqTmVAq5eECZW83rOM9fJ2ofLgVBt5lS5RrmAH0gn6rpM+X9+7eXYv9jFpefOYv9Ct9axVJxc9Qsfd6TaID3MaXyMfsChuijXGVMskYkFEYfFWObvJlhN2QAijLjWHrYy1MRHT3PNqZyQI0MkXfPHxjWnZnNqYDAMWtI+JVTmNJI29vyosP84Y3HrtOVegEhZmxzbygWSdGzPtkRJ0kw7uw9KmdNiWe9GyTOLAWAmkBhn0E8s15yK4HTI5LlcX0rI+EXY2ZrTMuaUxrQx2Tv7sWFExTm/ocJxjwDYJ/29F8BjJce/FcCtAHD48OFalCSX4t+MrFeLIVKakVRUhrj6gh2YHbEnkgw1GFnrK4ZI2oLTTag5FbLe5phT1RAp0OiCqi6WciBUN3iJXQdTJ+AwijJs0aXnzeI/f+/lePHFSyVHGA43Xhbnki7ZPVvrOEU4udYvfFx7KxmZOVWD05pjijZplCsg5q6JBYvu7X4YwdeYRFGh3sui5rTi3GclG4l+GMGzLWEkAcRSa4vpM5ASbr2mz6mBQS3I3hjquuhYDFGSBCpzPJ9uOVjpBblEkVdUc0rO/NIaOd3K7oM8kaQuZk43mp8sVtzCxmB8wBiDxeJ1tpWT9Q63lhetm9mSHHLrjdc9uZyp69nJ8+lewrQnO/vR1C/0SQA3M8ZajLELARwCcEdD5xKQNevrQQiK77TIel2plkNhTuv0XQTijaC8iKw01EpmU2S9Nsl6G2RO5eA06YPZFCOVZU7rfxZZfqluyB3LwpuvO7+WbLVpEHO6byFbW+TaDPQT6LjfRHAa8lzNaZ1WMoDUlF7qvyY/rhOiHCBxz2xKoqbeyyTJq7OvS03NrGzNaRRpDRg36nNqzCsMDIYDubXHzGl2XbSsVD5ftjmfSpjTdcWczLHysl5Rc2rLwWl2L0RziFrfOmzbMePWOxmIf0dLkBWn10cNTguY0wF9TuXjUiuZuM+pYU7HBbVWfcbY6xhjRwBcD+BvGGN/DwCc83sAfBTA1wH8HYB3cs6Ldx4a8ey9c/iPr74U11y4EDOnQtZb/9jE1hTJenX04JJvtNVemK05tfUEK+pC0QxzmtahyP/XiaWZFn7qhmfgWXvmtNecqmhrrDkFspOiKmUchz04BacqKytvXnTYsNPv2Q+jnFFC3YSHXAMDyMGp/h9AlvUGYTPSYSB/7XXdeoGUEWm5dq7Pqc65Q7j1GlmvgUEtkFt7WnNaxpxuEJwmiaKphIFyHavcrVc6lirrpfVfnbPpUBtNTxZjJpCYAFhJ+UxZzelGKCIfVDPD2PE9XkNajiXGbtu1RemOH5qa03FBrV+Ic/5xzvleznmLc76Lc36T9NwHOOcHOecXc84/Vf9SNwZjDG97/oU4Z6YlgkjG9ASPNAH3JLnwgZ1TOLA0VfvYQDY47YeRqOFQn6sD+gwkeWhS1tskc8oYw7tvOIQLdk7FfU5DvXLJW998NX71+64AoDCnGhZJOVhQTWDqGiFtBn72prhp/EXnZJtUy4ZIWmW9Ic8ZkNVtj+Mk7AITzGkSrDawCaLNmUiiNLTRcp0GglORYLIyv0EQRVoDxg1rTsfgvjAwOFvQdm2s+xFOrfkZLwxL2sCXJY1n2rGsl9y+yYPBtVgu6ZjWnKbHUplTbwPmdENZr6W3/7TB1oCMrWg8nB4xOC1aA4qY014QJS3iLHSTsdiVmdPIuPWOC+rpUc9SxJNzYgigqV4htWgPxSb8g2+8CpfvmdNyfFVmQ7IHQF/NKS0i3ZaNYyv5Da0OpIZIyca2QYmqZ1ti069zAaOaTUCvWy+QTQioG/JxcCV8y3MvwFueewH+9YGnce/jp/GZ+44CyLo56jRE8sOCmtOaY8q2snVMlNho4vsXzKlg+BuqOVWunb6yWrJewZxamfnIDyOtUlvHYvBDnpMSEpqYpwwMJhVtJ97/PHZyDXvm0/ILR5I+lu0ppjwHT55eF0nTua6Hx06twy0wRBJrvZSAVo0haV+jGt/Qvmwj4sD0OZ0MUE/xHHPqDTe3F+29vIzTfipZp7E95dk4ingPR74Sq/14XJ/NpVMGMSZy1W+7lnDr1SExpGMCidGSho2fCpXFpMwSoN+tt+XEmaQm2lrQQjLVcmCxZphTgudYoua0KUZKZ59T9RhqzakqFz+b8dyDO/FHP3KNCCJlt16dQbwfRhlzMKD+wuJYLJO0ovurkeDUToPTJmtOHbt4nNZJzglJnmNnmNN+wLUaSpBiYK0fCimWDJPlNjAYHm3XwnoQ4bGT6zhPCk6pz2nPD8uD05aDlV4oMadxsOnYLDeX0N90LM+xcnuVMkMka8i1wkpqFQ3GG1RzSuvG6RENkYrWgKI+p70gTbx0PUe8jp4/thwbOu6cblX/MAabgom86zuJrIXzepszGbJFu87+qeL4SuuVU2v6mVPKcDpW3N+xmVYy8TF/8Np9+K9vfU4jNaeElhM3Zm6qDQigv+Y0y5xm3Xqp+fk4QdRrSsyp3uA0L+vVUXMq73comGu25jSE32DNqbx4yyxFHRZbluYHDcp6KbEURFxIsWQYWa+BwfBouzZWegGePLOeYU5txhCG8Qa+LOE9084aIs134r6lnuTGLo5Hst7kWEXGkGWy3mF7YhvmdDJgs5gMoXVjVLfeogRFts9pbNonS9apnQwploIwwrHlHgBgQelnb3D2YSJX/bZrJ269XIsZEgC0yXUziMRmWVfgC6Q3GrWkWZYCFX2yXinDaVvNyHqTL3xppo2XXHyO9uPL8BxL1Jw2tYHV7dabqTkNs7LeM+McnEpspE7jqKZaycj3Ln2GJmpO6b6O3Xr1GgnJkI8rbwTrKEdkpUWmz6lmWa88XlTm1C6odTMwMChHy7XxnWMr4BxZWa+dMKdBec3pVMvOBKdUczqozykda7qdD05bJcwpTR8bbaEsZtx6JwFWoqxiLJb2jmqINDxzGgoS5le/7wr8zI3PwFX75mFbDBEHjq30Mdt2tKkRDZrDRP5CbdcG5zHLqWtjU8Sc6jBaItDNQhP8aq8JQ6T4M1BhepOtZDYj20l9GIMoapA5zU6AdTHIrffM+hgHp3YaROhI2riSHFaW9XpOPoM/KtSaU7fBMStayYTNMfwHdk5lxlU3w5xWP25aNx4bIvFk3vND/W69BLVmzbAmBgajoe1Y+PbRFQDIyHotlt/Aq5hqOQgjLoKH+W5iiGTng0Sac2h/MuXlg9Mpz8Frnn0enntwMfO4YE43NEQyzOkkwJZcl1u2JUrjhmdOC2pOZebUZvATx3dacxenW3jXSw+JMRREEZ5e7hlJ75hgIg2RaHCu9kNtm0GZOW1C1kusJkljVvppoKK75tSxLVx23hwu3jWj5bgyiF3cjGyn51jgPP5Nmqs5lZlTDUFXrs9pmoR40TOWah9/s0GmBK5liY2GjoRQS7rfZOa0reFecBQ2rsk+pySxXe+HCEL9Naf3/dIrYDGGh4+vSudMp/U696GQ9SZB6tHlHv7yi0fQC/S79RLUDa5plm5gMBrkNeu8+bb4tzCN8csNkWj/8bRSm9fx7FyJgFpzWsScWhbDB994Ve7xYc3zbOPWOxGI3XpT5R568f+H/W2LlDpeac1pPuCVa04Xp42kdxwwkcEpTc4rvUCLcygQ3xyOxRIX4PixJmS9M4msV1Yy6upzSudwbYY/fts1Wo6pgjbfmxWcAnqTECoybr2aW8nQZPrsvXP4xLueX/vYWwFHYk7T9gD1j9tyYhnZWj/MSL90uOzZSkN5Smw0MYZo/Kwl7uG6kyi0EMtJj66mmlOZOQWAn/jwl/H5B49jruPmWgnVgRywd1vZ39f0ODQwGA2y2idriGQN3MADqXLhqdPrAIBXXnEu9uzo4OJdM/ng1MoGp0U1p2Wwhkxkyoybwfhiz3wHe3bEY1GYZI2QaC5K6rqO4tYbZt161fcHEcfTyz2ta5dBc5jo4HS1H2oLTgEkza0jSdar7dCprLdggtdmiCSC0+bYCArgdAbuZaDM2UovELW6uqGdOc3JesNGTaOahpDESoYZtobxxRhD13Ow2g8zygEdwamTk/Vaoh5GN+TgtMlWMvIGTp5D6gWnVub/X3zoBAAktbM6mdPyVhRNzlUGBpMIcildmmkphn7xvdsv2cAD6f33ZBKcznVcvPJZ5ybvV2S9VnZ+KGJOy5AaIg1+3QU7p3JzgsH44cM/eq34zYVJVoEzexmK9l4yaSOYUz8qlKzbVqyyO7rcw7UHFka9fIMtwETe9ZQ5XOkHG05+ox3XRi8IEUXNyXqLJnh9sl6qOW1uw7c45WGu426KiQlNQmt+iB3dZqQa8m+sp+ZUduuNs9hFCYlxAQUPrsUEY6qtt7BrY80PYFuO9JgeUyr5p3QTVUQToAV4LZH1NufWm34v8niqJ+tNmNNk3iB59XIvaKzmdNozwamBQR2840UHcXBpCt+1f0fmcceOHU3DiG8o630iCU67brkKQ3XrHWUdG1bW+1s35yXBBuMHed8jet+OkGguYs/lBKljWQiSmtPZTp6ooPefXPWxOGVqTscB47srHgCqkVrthVoZvHbSooYktzpZ2aIJvuPaWPPDjExPxzma7Bv4w9dfgFddcV5jx5dBk9xqP9wU6Y+OoD7b5zRCz2dYnBrfDbgn1TGnvev0HLvr2Vjth5ns/ygLWhnknqxAfD80FZzSta/1E+a0oXEqmzp1tBkiZdtbZc/XjFuvKus1PU4NDEbDxbtncPHuvJ/ElGejn9QkbcScPnW6hynPziSZN3TrHSk4pWOa+3u74bz5Dr711PJIKqiivZfcbSLj1lswtuU1ZqepOR0LjO+ueABoc7bSD7RK9VqOFbeoSWS9OgnItOY0neCfd9Ei/u/vf3YuA1oVsiFSU2i7dsa+vknQd7bWYM2pDB2nUN16+2F5/c84QDCnUoCnq2k6BadBmBZgt7TUnGZlvXKPVt1w7dgVW9ScNnQeufaXklmM1XMUJ2XCTIFkXufnkO8JMkTyxLiayCXKwGDTIQePZfOoCE7P9HI9h9U5Uq05HSU4FTWnJjbddnjpJXGLQZKOD4Oi9aYlrQ3C7CsoNvuS379o3HrHAhO58lOmX3fQ0nJt9PwolfXqZE7t/ATfcmy8/rv26muHswnM6WaCPs9KP2hUqkzQkehwVLfeAfU/44CUsUsDPF3xRMezBeNI0FJzqrRFcC3WaMKm48ZBth9ybYG7Cvl3IHa5LitBCpRXX3Fu/nwax2wRc0qBcZO/i4HBdoKcZCpbc2j/sdwLcsGmuv7Rhl9tgzcM0rViMvYiBsODgtMTq/7Q7ylaBwqZU7/crZewOGWY03HARK78NDjjmlOdsl4rrjkl5rTBPqeA/ombMQbPtjLOnuMM+s44H59+iDlDpJIC/nEBMVsyG6nrvuh6dsI4RiLDrqOVjOrW22TNKRAH2evJ52gqMUT3tGMzEcDXPRONy9mOi//1npfg+w/vFc/pbPGSqTlNNsQ0h3sTkkjbbDDG3sAYu4cxFjHGDkuPX8AYW2OMfSX57/e28joNNg+yKqs0OJVeM6VI7NVbvo6sV/daYTA+2LfQBQCcv9gd+j3Fhkhyn1MrTfYX7Kfk95+3Sco+g3qYzJrTZHO27kdaZSNtJ2Zywohkvc0yp03Up7Uca2Ks2TNubWPymVTmtD/A1n8c4EmyXt3Z8I7r4PjKGoKQo+s5WO4F2tx65T3RD167H9cdWCx/Q01Q7XgQ8caYAisxeXKsVNYrM85VcOm5cS/kmbaDndMt/MyNF+Ojdx4BoDcZZGfa4MTzH6lfjKy3Mu4G8HoAv1/w3AOc8ys3+XoMthjT7awqqwiyAVJXMSdTlWI0l+1f6OKll5yD51wwvAsq7Z1McLo98aX/8PKR9qHFhkhZWW84QNYrrzEmOB0PTGhwmg5EnZPfTNvBQ8dWBXOq1a1XtG2whX6+CTbnzdefj+dcOBlW2rKL8bgwp7bKnI69rFcyRGKpKY8OdD0ba/0AQcTR8ewkONXj1itvtK7avwNXaarrLkLbTWtnmxynMQNsjWTRPwjPP7QTf/9TLxR/y3VqOmW98ncy5ZFDcMoEG4wOzvk3AD2lCAaTAbndWlkHAMtimPJsrPTDDWW9tP/peDb+8K3PGelabKY3kWkwXlgYUVpbNE48qc+pbTEEYVTaw5fWmJmWY8bcmGAig1N5cOociLMdF6fXfcmtV9uhpeDUQsuxEPTDRuqtfu4Vl2g/5lbBU2oOxgGudJ2+mEzHODilOmbJAVenrHc1USoQG6jDrffKffObWnfSFbJe3mgNJfVr1cEuF0FODLhamVO55pSY0/gzGOa0EVzIGPsygNMAfp5z/s9FL2KM3QLgFgDYv3//Jl6eQRPI+lmU31fTbQcr/TDXXzTf57T6HEBE1ma0nDMYfxStA7JyzrEYekFU2iZJsPwjSIkNthYTGZzKQYtO5nS27eLMepDKehuoOfUcC55jYaUfjg0buFWQaw7GpY5WDk56fgTO9fWx3QoIIx7b0i/rTQyR/DAS5jw6Aq93vuSi2scYBamxU9ToPe3YDK7k1qsbnm3BYkDE9QaN2ZrTpBdzMp5McFoOxthtAHYXPPU+zvknSt72OID9nPNjjLGrAfw1Y+wyzvlp9YWc81sB3AoAhw8frqcRN9hyZGpOByhQ4qC0J+5FQt6tt/q9adx6DUZB0Z7ClZlTOw5OgeKxTZPX/gUTnI4LJjI4bTXEqM124ro3P+kVplXWK7VOiJlff1McaMcZGeZ0TOR/tBFnDFLPufGvOXVsyRBJo6x31U/7g77ist0j1TWdLei4No4t9xHxZhl+Yk51sMtFYIwJiXJjbr1JnRv1op0UZ/EmwDm/ocJ7egB6yb+/yBh7AMAzANyp+fIMzjIMU3MKpAyrWnOq5uLr5I2ErNfIzg2GQBH54Ck1p4Sisf34yTUAhjkdJ0xkcCpn23XuBalm49SanxxbY5saiTlN2yiYiXsQWptUc/oL33MpvvLISS3Hot+07cQmOcDgLPbZDtHn1LLEZkVfzamDMOJYSyTuv/fmq7Ucd7PRScycgGZlqm7CNDYVnAJp/axOWa88zxHra1us8RY/2xGMsSUAxznnIWPsAIBDAL69xZdlsAloOTY8x0pM+AbIepPgNCfrzdWc1mBORZLW7HEMNkYxcyqTUOm/i8Y27bGu2DPfwNUZNIGJDE7tJOseRlxrTcNsJw5OT65ScKrt0IIFdG2WslFG8zIQm1Vz+iPPu1DbsYgNb7lWGpyOtaw3TaTQAqErG05B1pmeP9bscse1RHDa5DglKWy7IVkvkLby0Rlk07iJncTTuc+xLa0ta7YTGGOvA/DbAJYA/A1j7Cuc85sAvBDALzLGAgAhgHdwzo9v4aUabCJmWg6OBf2B8ykFpRvJeuvsT3T3xDaYbBQpaEqZ04Jk/1ufeyHOX5zCjZfuauYCDbRjIoNTIB64a1GoVTYym8hiTq72YTG9WT9aLFqObRrQD4lMzemYfFc0ycoB6TgHXlT34UgOuLoSQuQ6e3otwO658Z2qOq6NM+txcNqsW28c0DVVcwpABL465yb6TlqOJRhZ22JwjKy3MjjnHwfw8YLHPwbgY5t/RQZnA2baDo6t9Af6HJTLeovdeqvAuPUajIJC5tQuJieK9lOeY+Gmy4rK8w3OVozHjr4CaPJtgjk9sepr78/1kkvOwXu/+xIc2DllmNMhMdVyxO88LotcyhKlE+g4M6dpzWkTst6EOV33xzpI6STyZKDp4NSC02DNKQBhTKXz96B7t+XaGVOtGy/b1Wj/WQOD7QaqOx205kwljKnaSoYCSrr366y5tH0ysl6DYVDkvyKPP3k9Guf9lEGKif0VRXDaQM3pydW+dgv0uY6LH3vRQVgWE4GLqTkdDM+xcHXSn3JcAvlC5nQCak4di6WN1XUxpyTrXQ9q1TdtNeRg0W6Q4Xds1nxw6qa18bogM6e0CXEshl9+/RV4/Xft1XYeA4PtjplWvIcZtOZMJ69Ra05pWnc1JM9FEsoEpwZDQN4Ln19garRrti3+Pc5KNIMU46uV2wDE6Oh26wWAk2t+o5MqbfzGJeDaSlx3YBG3f/uYkE2e7ZBrTgnjPJkKQyTb0u7ASLKyIOJjfS90vM0x7uq4NlquLeTQTYBa+eh0Erel4NTWwMoYGBgUI2VOB7n1xs9NKfMIJR3jOT/UIus1t7nBMJDXzd9909XYM9/JPH/B4pT49zgn+w1S1ApOGWNvAPB+AM8EcA3n/M7k8QsAfAPAfclLP8c5f0edc42KlDltxhBJnbh1oiWCU3OTbYRrD8StRb788IktvpLh4AjmNB0/8113qy6nNtI+p6yRPqeEsQ5O3c35HP/x1ZfFhkgNu/UCemW9jiR1p+/HzH0GBvoxM5Sst8StN7k3dSTPdatsDCYbssdBy7Uwp+yZZDbVyHonA3WZ07sBvB7A7xc89wDn/Mqax6+MJpjTac8BYwDnzU6qYvI3st4NcfX5O/Dcg4v4iZce2upLGQqyhJGwNNPaqsupjcMXLOCGZ+7CfMcViSBd95xs7DPO90JHMhZp8nM8a+9cY8cmdERwqpE5pYSNa4n7wzCnBgb6QaVJgzbw9JqZdrGsl/ZWdfdAtmSiZ2AwCPJ6UEQ4zXc98e9xVqIZpKgVnHLOvwGcnUXtTTCnlsUw03Jwej3QbogkQ9ScGvZgQ7i2hQ//6HVbfRlDgzKA8uZgcWp8g9Mr983jD95yGAC0M6dycDoxNadj/DmAVDKlMziVEza2YE7PvjXFwGDcsXdHB4tT3kC37Rsv24Vf8i/HhTunMo9biiFS3XvUYnr3ZwaTC1mps9GwM8zpZKDJX/FCxtiXGWOfZYy9oMHzFKKJ4BRIpb1NZvZNzenkwi2Q9U4KS0SfQ9c9J8t63TH+jjar5nQz0ISsN605tcEYE32qDQwM9OKHr78A//BTLxz4mpm2ix+67vzS1jGuUKXV2z5ajBlZr8FQ2Ig5lWFqTicDGzKnjLHbABQ1CHof5/wTJW97HMB+zvkxxtjVAP6aMXYZ5/x0wfFvAXALAOzfv3/4K98AqaxX2yEBxBM3sNYwc2pkvZOKtG1G/Bs3Wbu82dDNesl99sY5WOm46ed49r75LbyS+khbyTTDnNLfZu4zMNAPz7GwOF1NqZMyp3qS57bFjCGSwVBwpURI2dZ7th2rGo3icDKwYXDKOb/a1jLMAAAgAElEQVRh1INyznsAesm/v8gYewDAMwDcWfDaWwHcCgCHDx/mo56rDI0xp0kdRpOTamvMencaDA/Xysp6d0x5g14+VtAt653ybHQ9G6v9cKAM7WwHJSKu2j+fcxkcNxALrLXmNBkvqROwYU4NDM42EMupq4e8zcx9bjAcrCGY04++43r86e0PYXGC9lTbGY3s+BhjS4wxO/n3AQCHAHy7iXOVwdVUtK9iZ2Je0+SkSoGLzg2gwdkB1a13YYIm0pdcfA5+8oZD2gIwxhj2L8QufOMsh71izxx+/lXPxB+/7ZqtvpTaaDfQg9lREjZzHVeYshgYGJwdIPMiTxNzunehi3078j0rDQwGoWzvfcnuWXzgdc8yUvEJQd1WMq8D8NsAlgD8DWPsK5zzmwC8EMAvMsYCACGAd3DOj9e+2hEg2EfNzOmumbjZb5OyXs8wpxMLYgDpN97RnZzgdGmmhZ+84Rlaj7l/oYt7nzgz1veCY1t4+wsObPVlaEG7CbdeRer+kVuumyhFgYHBJICmYNfRo5D51Ls33YrEYAJgPLS2B+q69X4cwMcLHv8YgI/VOXZdNBXg7Z6LmdPVfqD1uDJajn7TEYOzA5RtXvdDAJPFnDYBYk7HOTjdCnzyXc9DP4i0H7edBJBeIzWn8bx3/uLUoJcbGBhsAYSsVxNzamBQBcbheXugbp/TsxY0geoex7tmY+b0xKqv98ASUrdeI+udNNCCfmotHj+TxJw2AWqufWKlv8VXMl64Ym8zxkuiLlRj4syyGByLZVruGBgYnF2goEBXzamBQRWY4HR7YGKjH68pWW8SnDaJlmklM7G49sAifuR5F+CFh5YAAM/aO7vFV3R2Y3/Coj16cm2Lr8QAiJlsz7Gws6LjZxl++41X4eZr9mk9poGBgT6QWEKXW6+BQRWYYbc9MLnMaVOy3k0ITgVzagyRJg5zHRe/8D2XgXOO8xe7uObCha2+pLMaJOs1wenZgWsPLOKuX7hRMKi68N3POlfr8QwMDPTCUgyRTKmFwVZA7b9rMJmY+OBUt/Rkc5jTeONnJv/JBWMM1x5Y3OrLOOtBzr/fd/XeLb4SA4LuwNTAwODsR77PqUmeG2w+zLZ4e2Big1OaQHWP447X/MZsvhu3UaCeqgYG2xWeY+GB/+OVJlFjYGBgsIWgOTh1693KqzHYrjA1p9sDEzu9UN1mxLf4Qirg+gOL+NiPX49Du2a2+lIMDLYcJjA1MDAw2Fqksl5Sdk3s9tHgLIYJTrcHJnZ2obqIMNLfTqFpWBbD1eebWkQDAwMDAwODrYfa59QYIhlsBUxsuj0wsbpRqjkNQv3U6efe+zL44fgFvQYGBgYGBgYGo4IULLtm2mAMWJrR69htYDAMDHO6PTD5wWkDut7dc82bIhkYGBgYGBgYnA0gc8mD50zjy//h5Zg3PboNtgCGsN8e2Aay3jEsOjUwMDAwMDAwOEtAjJXNmAlMDbYMhjndHpjY4NQVzKmR3xoYGBgYGBgYVIWdBAXGB8lgK2Fi0+2BiZ1mDHNqYGBgYGBgYFAfu+dasC2G3ZvQ693AoAzMRKfbApMbnCaOck3UnBoYGBgYGJytYIz9GmPsXsbYXYyxjzPG5qXn3ssYu58xdh9j7KatvE6D8cFF58zgnv90Ew4sTW/1pRgYGEw4JjY4dSzDnBoYGBgYbEt8GsDlnPMrAHwTwHsBgDF2KYCbAVwG4BUAPsQYs7fsKg3GCm3XDBUDA4PmMcHBacKcNtBKxsDAwMDA4GwF5/wfOOdB8ufnAOxN/v1aAH/OOe9xzh8EcD+Aa7biGg0MDAwMDIowscEp9eQyhkgGBgYGBtsYbwPwqeTfewA8Ij13JHksB8bYLYyxOxljdx49erThSzQwMDAwMIgxsX1OHdvUnBoYGBgYTCYYY7cB2F3w1Ps4559IXvM+AAGAP6O3Fby+cJHknN8K4FYAOHz4sFlIDQwMDAw2BRMbnNqm5tTAwMDAYELBOb9h0POMsbcAeDWAl3HOaSE8AmCf9LK9AB5r5goNDAwMDAxGx8TKeqnm1ASnBgYGBgbbCYyxVwB4D4DXcM5Xpac+CeBmxliLMXYhgEMA7tiKazQwMDAwMCjCBDOnxhDJwMDAwGBb4ncAtAB8OukL+DnO+Ts45/cwxj4K4OuI5b7v5JyHW3idBgYGBgYGGUxscHpwaRrPu2gRP3PjxVt9KQYGBgYGBpsGzvlFA577AIAPbOLlGBgYGNTCb918JT77TWPMtl0wscGp51j4s7dft9WXYWBgYGBgYGBgYGBQEa+9cg9ee2WhsbjBBGJia04NDAwMDAwMDAwMDAwMxgcmODUwMDAwMDAwMDAwMDDYctQKThljv8YYu5cxdhdj7OOMsXnpufcyxu5njN3HGLup/qUaGBgYGBgYGBgYGBgYTCrqMqefBnA55/wKAN8E8F4AYIxdCuBmAJcBeAWADzHG7JrnMjAwMDAwMDAwMDAwMJhQ1ApOOef/wDkPkj8/h7ihNwC8FsCfc857nPMHAdwP4Jo65zIwMDAwMDAwMDAwMDCYXOisOX0bgE8l/94D4BHpuSPJYwYGBgYGBgYGBgYGBgYGOWzYSoYxdhuA3QVPvY9z/onkNe9D3ND7z+htBa/nJce/BcAtALB///4hLtnAwMDAwMDAwMDAwMBg0rBhcMo5v2HQ84yxtwB4NYCXcc4pAD0CYJ/0sr0AHis5/q0AbgWAw4cPFwawBgYGBgYGBgYGBgYGBpONum69rwDwHgCv4ZyvSk99EsDNjLEWY+xCAIcA3FHnXAYGBgYGBgYGBgYGBgaTiw2Z0w3wOwBaAD7NGAOAz3HO38E5v4cx9lEAX0cs930n5zyseS4DAwMDAwMDAwMDAwODCQVLlbhbD8bYGQD3NXyaOQCnxvj4m3GOcT/+ZpzDfIatP/5mnMN8hq0/ft1zXMw5n9F5MdsNZm0+a84x7sffjHOYz7D1x9+Mc5jPsPXHr3uO8rWZc37W/Afgzk04x63jfPxJ+AzmOzo7zjHuxzefYXscv+45NmNdmfT/zNp8dpxj3I9vPsP2OL75DNvj+HXPMWhd0dlKZlzw/7N352FylWXe+L93rd3Va3rLvhCSAGENBkQRQRR+ggoIgyMuL47O8Bt3HWeBV0cZR0dkZpzRmXFHRUcRFxAQZSeA7AlJIPu+dKfT+1J71al63j/O0qe6a6/TVd2d7+e6cnWnqvo5p7qr6pz73PdzPw/M8vGrsY3ZPn41tsHnUPvxq7ENPofaj1+tbVBt8XU698evxjb4HGo/fjW2wedQ+/GnbRszrax3o1Jqfa33g4iI5gYeVyrH3yERETkp33FlpmVOv1/rHSAiojmFx5XK8XdIREROynlcmVGZUyIiIiIiIjoxzbTMqaNE5O0isltE9onIzcZt/yoiu0TkVRG5V0RaHR7/n42xt4jIIyKyyOnnYLvvb0VEiUiHw8/hVhHpMZ7DFhG5cjqeg4h80rh9u4jc7vBzuNu2/4dEZIvD458jIi8Y428UkfPLHT/PNs4WkedF5DUReUBEmisY/0ci0i8i22y3tYnIoyKy1/g6z+Hxrzf+tmkRqbgkMMc2nHw/ZxvfsfdztvFt91X8Xs61DSffz7meg1Pv5TzPwbH3M9Vejs87HpsLPwcemwuPz2Nz4fF5bC4wvu0+HpvzP4fpOTZPdyenWv0D4AawH8BKAD4AWwGsBXA5AI/xmK8D+LrD4zfbHvMpAN91+jkY9y0F8DCAwwA6HH4OtwL422n+O7wFwGMA/Mbjupz+Hdke8+8Avujw/j8C4ArjMVcC2DANv6OXAVxsPObDAP65gm28GcC5ALbZbrsdwM3G9zeX+17IM/5pAE4BsAHAegdeS9m24cj7Oc/4Tr6fp4xv3F7xe7nAc3Dy/ZxtfEfey4V+T7b7y34/81/t/+X5vOOxufBzcPK9zGNz+dvgsbnwNnhsLvwcnHw/z6ljc00zpzmuSDl1Red8APuUUgeUUgkAvwRwtVLqEaWUZjzmBQBLHB5/3PaYBgCV1E1n3YZx338A+PtpHN8pubbxUQC3KaXiAKCU6nd4fACAiAiA9wC4y+HxFQDzamkLgGNljp9vG6cAeNp4zKMArit3A0qppwEMT7r5agB3Gt/fCeAaJ8dXSu1USjm2NmKObTj1fs41vmPv5xx/A8CZ93KhbTgix/hOvZfzbQOAI+9nKgKPzeVtw7iPx+b84wPgsdnEY3PZ4/PYXHj8WXtsrllwKiJuAP8D4AroV6JuEJG1ALYBuBYTb/xyLQZw1Pb/buM2uw8D+KPT44vIV0XkKID3A/himePn3IaIXAWgRym1tYKxc45vfP8Jo2TiR5WUlOTZxhoAF4nIiyLylIic5/D4posA9Cml9jo8/mcA/Kvxd/43ALeUOX6+bWwDcJVx2/XQr+I5ab5SqhcAjK9dDo9fbZW8n3Ny8P2cbWyn3suFOPV+zsap93IxKn0/UwE8Npe/DR6bixrfxGNzbjw2F4HH5oJm7bG5lpnTXFc3nbqiI1lus65+iMjnAWgAfu70+Eqpzyullhpjf6LM8XNtww/g83DmjZjrOXwHwMkAzgHQCz1V7/Q2PADmAbgAwN8B+JVx5cWp8U03oLIrObnG/yiAzxp/588CuGMatvFhAB8XkU0AmgAkKtjGnObA+zknB9/PGUQkAOfey/k4+X7Oxqn3cjEqfT9TYTw2l7cNHpuLG9/EY/MJgMfmvHhszqGWwWkxV08r0Y3Mq1lLYJR3iMiNAN4J4P3KKJR2cnybX6CCco8c2zgC4CQAW0XkkHHbKyKywKHxjyml+pRSKaVUGsAPoJ+slCvX76kbwD1K9xKANIByJpzn+zt7oF/pv7uMcQuNfyOAe4zbfo1p+B0ppXYppS5XSr0O+pt+fwXbyKZPRBYCgPG1opKPWnHo/VyMSt/Pk50M597LOTn8fs7GqfdyXg69n6kwHpvL2waPzcWNz2NzYTw2l4bH5uxm7bG5lsFpoatqlXoZwGoROUlEfADeC+B+EXk7gH8AcJVSKjIN46+2PeYqALsc3sY9SqkupdQKpdQK6C++c5VSxx18Dgttj3k39BIWJ5/D/QB+B+BSABCRNdCbDQw6OD4AvA3ALqVU9zTs/zEAFxuPuRRAJaUMuf4OXQAgIi4AXwDw3Qq2kc390A/kML7e5/D4087B93Ou8Z18P2dQSr3m4Hs5J4ffz9k49V4uxIn3MxXGY3N52+CxubjxAR6bC+GxufD4PDYXNnuPzcqBrkrl/APwBgAP2/5/C4BbbP/fgAq7iEHv1LYH+lWtzxu37YN+VXiL8a+SDl/Zxv8t9BfYqwAeALDY6ecw6f5DqKCLWI7n8DMArxnP4X4AC6fh7+AD8L/G7+oVAJc6/TsC8BMAf+3AazXb/r8JwCbo3fteBPC6adjGp43b9gC4Dca6xGWOfxf0spEk9A/ajwBoB/A49IP34wDaHB7/3cb3cQB99ve7g9tw8v2cbXzH3s/Zxp90f0Xv5TzPwbH3c47xHXsv5/s9OfV+5r+Cv38em8vcxqT7K3o/53gOPDYX3n8emwuPz2NzgfEn3V/ReznPc+CxOcc/MQauOiMNvAfAWwH0QL9C9T6l1Hbj/g3QWyxvrMkOEhERnWB4bCYiolqqWVmv0ltMfwL6GkI7AfxKKbVdRN4tIt3Qr94+KCIP12ofiYiITiQ8NhMRUS3VLHNKREREREREZKplQyQiIiIiIiIiAAxOiYiIiIiIaAZgcEpEREREREQ1V5PgVERCtdguERERZcdjMxER1Rozp0RERERERFRzNQtORaRRRB4XkVdE5DURudq4fYWI7BSRH4jIdhF5RETqa7WfREREJwoem4mIqJZqspSMUTrUCiCglBoXkQ4ALwBYDWA5gH0A1iultojIrwDcr5T636rvKBER0QmCx2YiIqo1Tw23LQD+RUTeDCANYDGA+cZ9B5VSW4zvNwFYUf3dIyIiOuHw2ExERDVTy+D0/QA6AbxOKZUUkUMA6oz74rbHpQCwdIiIiGj68dhMREQ1U8uGSC0A+o2D31uglwwRERFR7fDYTERENVP1zKmIeKBfff05gAdEZCOALQB2VXtfiIiIiMdmIiKaGareEElEzgbwA6XU+VXdMBEREWXFYzMREc0EVS3rFZG/BnAXgC9Uc7tERESUHY/NREQ0U9RkKRkiIiIiIiIiu2nNnIrIUhF50li4e7uIfNq4vU1EHhWRvcbXecbtl4nIJmPh700icqltrK+KyFFjHTYiIiIqA4/NREQ0U01r5lREFgJYqJR6RUSaoK+Ldg2ADwEYVkrdJiI3A5inlPoHEVkHoE8pdUxEzgDwsFJqsTHWBQAOA9irlGqctp0mIiKaw3hsJiKimaqqZb0ich+A/zb+XaKU6jUOkhuUUqdMeqwAGASwSCkVt90e4gGQiIjIGTw2ExHRTFG1hkgisgLAOgAvApivlOoFAONrV5YfuQ7AZvvBj4iIiJzDYzMREc0kVVnnVEQaAfwWwGeUUuP6hde8jz8dwNcBXF6F3SMiIjrh8NhMREQzzbRnTkXEC/3g93Ol1D3GzX1GyZA596Xf9vglAO4F8H+UUvune/+IiIhONDw2ExHRTDTd3XoFwB0AdiqlvmG7634ANxrf3wjgPuPxrQAeBHCLUurZ6dw3IiKiExGPzURENFNNd7feNwF4BsBrANLGzf8X+tyWXwFYBuAIgOuVUsMi8gUAtwDYaxvmcqVUv4jcDuB9ABYBOAbgh0qpW6dt54mIiOYgHpuJiGimqmq3XiIiIiIiIqJsqtatl4iIiIhoLhGRn4vIjybddrGIDJlzuImoeAxOiWYQEWkUkUMi8j7bbU0ickRE/izPz31GRA6IyLiIHBOR/xCRqnTjJiIiOoF9CsCVInIZAIhIHYAfAPicuTQTERWPZb1EM4yIXA7g5wDWKqUGROQ70NcfvDbPz5wMYEgpNSoibQB+A+D3k5qdEBERkcNE5HoAtwM4A8AXAJyjlLqitntFNDsxOCWagUTkJwD8AL4HfbmHM4q9Aisi7QDuBrBHKfWxadtJIiIiAgCIyG8A+ABcCGCdUupIjXeJaFZicEo0A4nIPAA7AHgB/J1S6sdF/Mz7AHwXQBOAQQBvU0ptndYdJSIiIojIfAD7AXxeKfXNWu8P0WzFOadEM5BSagTAdgABAPcU+TO/UEo1A1gDPUjtm749JCIiIpNSqg/6heHttd4XotmMwSnRDCQiHwCwAsBjAL5eys8qpfZCPzh+2/k9IyIiIiKaHuzmSTTDiEgXgP8A8B4AuwBsF5FfKKWeLmEYD4CTp2P/iIiIiIimAzOnRDPPfwP4nVLqSaMJ0t8D+IGI+HP9gIj8pRHUQkTWArgFwONV2VsiIiIiIgewIRLRDCIi10Avx12rlBq13f44gBeUUp/P8XM/BnAlgEYAAwB+DeAflVKx6d9rIiIiIqLKMTglIiIiIiKimmNZLxEREREREdUcg1OiWUJEtotIKMu/99d634iIiIiIKsWyXiIiIiIiIqo5Zk6JiIiIiIio5mbUOqcdHR1qxYoVtd4NIiKaIzZt2jSolOqs9X7MZjw2ExGRk/Idm2dUcLpixQps3Lix1rtBRERzhIgcrvU+zHY8NhMRkZPyHZtZ1ktEREREREQ1x+CUiIiIiIiIao7BKREREREREdUcg1MiIiIiIiKqOQanREREREREVHMMTomIiIiIiKjmGJwSERERERFRzTE4JSIiIiIioppjcEpEREREREQ1x+CUiIjmhG09Y/jaH3bivi09td4VIiKiGSmdVvjeU/sxHkvWeley8tR6B4iIiJzw9Yd24Zm9gwj43Hj7GQvg97hrvUtEREQzyr6BEL72x11Y0FKHq89ZXOvdmYKZUyIimhN2Hw+ircGHSCKFlw4O13p3iIiIZpxQXAMAxLV0jfckOwanREQ0641FkugPxnHjG1bA73Hh8Z39td4lIiKiGSdsBKcJB4PTsUgSQYfKhBmcEhHRrLenPwgAOGtJCy5Y2Y5n9w3WeI+IiIhmnnA8BcDZ4PSvfroRZ976CDbsrvzCMINTIiKa9fb06cHp6vmNOKmjAcfHYzXeIyIiopknktAzp8mUc8HpK0dGAAC3P7S74rEYnBIR0ay353gQDT43FrfWo6PRh2BMQyyZqvVuERERzSjhhPOZ09aADwCw8/g4RiOJisZicEpERLPegcEwTu5qhIigvdEPABgOV3aAJCIimmsi5pxTBzOn0YSGs5e2Qingjj8dxO7jwbLHYnBKRESzXvdIFEvbAgCA9gb9Cu5QiMEpERGRndOZU6UUIskULljZBgD4ryf24VN3bS57PAanREQ0q6XTCj0jUSyZVw8A6GjSM6eDoXgtd4uIiGjGcTpzGtfSUApoqffiwxeeBAAIG/Nay+FxZK+IiIgc8PMXD+PgQBg3vH4ZTu5szPvYI0MRpJVCndeNRCqNJfP0zGlHA4NTIiKibMzA0anMqbk0TcDrxhfftRaj0QRe2D9U9ngMTomIaEZQSuHz924DADyxux8PffrN8HlyF/j85U9fxp6+EG654lQAwFIjc9reqJf19gcZnBIREdk5vZRMxCgTDvj1sLKl3ovxWPmZU5b1EhHRjGAezN6wsh0HBsL46fOHcj5WKYU9fSEAwNf+uAsArMxpg9+Deq8b//pw5S3tiYiI5hJzKRmnynqjRmf8gM8NQA9OQ3ENWpnjMzglIqIZYcDIdP75eUtx4ap2fPep/YgmMpeD+cYju/Hdp/ZbnXhXdU2U/ppzToGJ7CkRERFNMDOnTq1zamVOjeC0uc4LAAiWmT1lcEpERDOCOUe0s8mPz7xtDQZDCdz10pGMx3zriX247Y+7sPnIKADg42852bqvzuu2vp8c1BIREZEtc+pYWa8+Xr13oqwXAMaiybLGY3BKREQzgpk57Wj047wVbVjRHsCmwyNT7geArz+kl/KuX96GNfMbsWZ+ZvOkIa5xSkRENIW5lEzcqeDUyMQ2+CfKegFgPFZecMqGSERENCPYM6cAML+5LiMg3dM3saj33n59vuni1no8+KmLIJPG+v8vXonfbe7B4endZSIiolnFWkrGqeB00pzTZmZOiYhoLhgIxuF2CVqNA1tnkx8DtuVgdh3Xg9Of/MV51m0ul8DrdsHjzjyc3XLFaXjx/76tCntNREQ0e4SM4NSpOadRs6zX50xZLzOnREQ0IwyG4uho9MHl0vOgHY1+DNozp8eDaGvw4eI1nbj9z86yrtISERFRYUopq4GRU916zfEafJllvcfHYogkNAR8pYWbzJwSEdGMMBCMo6PRb/2/s8mPYFyzmhvt6gvilPlNEBG8Z/1SvPOsRbXaVSIiolknkUpDSyv9e4fXOa23ynr1YPQrD+7Ehbc9AQAIx7WiM6kMTomIaEYYDCWs+abAxNzTwVAc6bTC3r4gTlnQVKvdIyIimnW0VBp3PncIcS1lNS8CgGRKOTJ+JKHB7RL4jOk19V43jAIojET0gPTLD+zAX925sajxWNZLREQzwkAwnhF8msGpOe80kkgxOCUiIirBxsMj+NL927FkXj1eODAEABBxNnMa8LohIsbYgvSkuPfYWBQ9o9GixmNwSkRENRdLpjAQimNRS511W6dR4jsQjGMopC8Ns2Y+g1MiIqJimZ3wn9k7iJ88dwgA0N7gd2wpmWgihYA/dw8ILZVGJJGy1kMthMEpERHV1LP7BqGlFVJphTXZMqfBuDVXhZlTIiKi4pmNBQ8MhgEAn7p0FYbCCTyw9Zgj44cTqbxNj0YiSUQSKYRtJcX5cM4pERHVzFN7BvD+H76Iz969BQBwqi34bGvwQUQPTncdD2LJvHo0+nlNlYiIqFhDYb3y6MiQHpxes24xAj63Y3NOowkN9d7MzOnXrzsTb1jZDgAYiSQQSWhIpNJFlRLzKE9ERDURS6bwd7/eCgAYDifg87iwor3But/rdmFewIddx8ex+cgozlrSWqtdJSIimnX29gUxaEyL6R7R53zOC/jg87gcXUqmYVJZ75+ftwxL5wXw/IEhDIcTVtY0ktDg8/jyjldx5lRE6kTkJRHZKiLbReSfjNvbRORREdlrfJ1X6baIiGju+P2rvegPxvGOMxcCAFZ3NcLjzjwsXXpqFx7e3ofBUBwfveTkWuwmERHRrPPojj5c9h9P466XjgAAtLSCCNBc74XP7UbKmE5TqUgihfosZb3zGvQgdDicQNSYbxqKF5536kTmNA7gUqVUSES8AP4kIn8EcC2Ax5VSt4nIzQBuBvAPDmyPiIhmMS2VxtX/8yz29YewqqsR//D2U/Hga71Z55P+y7vPRJ3XhVMWNON1y3mNk4iIqBjHx2NTbmuu88LtEng9emfdhJa21icth5ZK4/hYDItb66fc124Ep0PhBCJJPXNazLzTioNTpZQCEDL+6zX+KQBXA7jEuP1OABvA4JSI6IQ3EIpj+7FxAMAnL12FZe0BfOrSVXjzms4pj/V5XPjKNWdWexeJiIhmtdZ679TbAvpt5pqkiVQa9Sg/OP3Npm4cH4/hqnMWZdmWHpweG41CGQnacBEdex2ZcyoibgCbAKwC8D9KqRdFZL5SqhcAlFK9ItKV42dvAnATACxbtsyJ3SEiohmsf1zvHPjD/7Meb1s7HwDwN5efUstdIiIimlNiyalZSjNg9HuM4LTC5WR+8twhnLWkBZcbx3I7n8eFpjqPNdcVAMJFlPU60q1XKZVSSp0DYAmA80XkjBJ+9vtKqfVKqfWdnVOvmhMR0dzSb7S172r213hPiIiI5qaswamRTfV5JjKnlRgKJ7B2YTNEJOv9bQ0+dI9ErP9XLTg1KaVGoZfvvh1An4gsBADja7+T2yIiotlpwAhOzXVMiYiIyFmx5ETg2WIEpVZZrxGcXnjbE3hoW2/JYw8E4wjHNUTiGhryLPGmB6f2zGnhOadOdNxy5ncAACAASURBVOvtFJFW4/t6AG8DsAvA/QBuNB52I4D7Kt0WERHNfv1BvUlDRyODUyKiyW5/aBe+eN+2Wu8GzXJRW+Z0Zae+TNs8o6zXa+uMf/fLR0se+4N3vIh/fXg3wolU3uC0vcFnXZAGqjfndCGAO415py4Av1JK/V5EngfwKxH5CIAjAK53YFtERDTLDQTjaGvwZRwciYhIt+XoaFFLbhDlY5b1XnHGApy+qBmbj4xaGVSf7fhrBqylGAjGsX9A74fbkKfb7+QKqWp1630VwLostw8BeGul4xMR0eymlMKTu/vx+pPa0eD3oD8YRxdLeomIskpoaSRTla8/SSe2aDKFJr8H3/nA6/Dgq3rp7rxJZb2Avu5pqRJaGr1jehVUvsxpZ+Pk4LTKc06JiIgmu+2hXfjwTzZaC4H3B+Ocb0pElEMylYZWYaMaolgyhTojqzkx51TPktqD07Qq/UJIXEujd1SfS9qYLziddKwvpiKAwSkREU0LpRRuf2gXvvfUAQDAoaEwQnENA+MxBqdVIiJuEdksIr83/t8mIo+KyF7j67xa7yMRZUqkFLR09TKn47EkPvPLzRiNJKq2TZp+sWQa9V49OD2pswEBnxtr5jcByCzrDcVKKyFXSiGRSiOc0Et082ZOm+qs790uQaSIOacMTomIaFr84qUj+PaG/bjh/GU4Y3EzthwdxfqvPIpjYzG0N5Q+x4XK8mkAO23/vxnA40qp1QAeN/5PRDNIQkshWcXM6S9ePILfbTmG72zYX7Vt0vSLJlKo8+qh3uLWeuz48tuxdlEzgMzMaanzmycvP9PgL27OaUejrzrdeomIiCbrHongyw/swEWrO/DVa87A6q4mbOsZt1rbn7OUCbvpJiJLALwDwA9tN18N4E7j+zsBXFPt/SKi/JIphVQVM6d+I1DJti4mzV4xLWVlTifzuCoITrXM4DRfWW9XRnDqL2pbTnTrJSIiyvDDZw4ilVa47bqz4HIJVnbobew9LsGrt16e84BJjvpPAH8PoMl223ylVC8AKKV6RaQr2w+KyE0AbgKAZcuWTfd+EpFNMlXdhkjm57F9XUya/aKJFPw5jrX27GcxTYoyflabnDnNHU6aS8b5PC4013lZ1ktERNU3Fk3i7peP4upzFmNxaz0Afb4LAJy+uAUBnwciUstdnPNE5J0A+pVSm8r5eaXU95VS65VS6zs7Ox3eOyLKJ6GloaWrFyjWGQFMlJnTOSWWzJ05PXtJC26+4lS8aVUHgkUGp+/53vP42fOHEC8hc1rvc6PJ70GDz40GvwfBIua3MjglIiJH7ekLIppM4Z1nL7RuW9nRCAB43TKW81bJhQCuEpFDAH4J4FIR+V8AfSKyEACMr/2120UiyiaRSkOrYubU49YvFjI4nVvsDZEmExH89cUnY3FrfVGZU6UUXjk8gh29wZIyp4A+7zTg8+CUBY3Y0xfE0eFI3sczOCUiIkeZa5+ZWVMAWNXViHecuRDXnru4Vrt1QlFK3aKUWqKUWgHgvQCeUEp9AMD9AG40HnYjgPtqtItElINe1lu9zKk5v5VzTueWaHKiIVIujXWeorr1xrU0tLRCLJma0hApUGCaTkeTHwGfGx+4YDlcIvjRswfzPp5zTomIyFF9RnA6v3mihbzP48L/vP/cWu0STbgNwK9E5CMAjgC4vsb7Q0STJFMK1Zz4YM5vZXA6t8SSKdT78geODX4PwokU0mkFlyv3q248lgQARBJaRua0wefO+3MA8O51izEcTmBhSz0uPbULj+/MX7DD4JSIiBzVOxZDwOdGcx0PMTOBUmoDgA3G90MA3lrL/SGi3FLpiU69SqmqzM83s7RsiDS36JnT/MFpk1GSu+t4EGvmN8Ljzp5pNbOr0WQ6Y85poZJeALjh/Immegta6vDSoeG8j2dZLxEROapvPIYFzXVsekREc14smcJl33gKD23rdWQ8ezmvVqXlZDQrOGXmtJa29Yzhvi09jo0XKyI4NYPLK7/1DO7ZnHvbZiOjWCKFuDbxOikmOLVrqvNgPJrM+xgGp0RE5KjesSgWtNQVfiAR0Sy3+3gQe/tD+PaG/Y6MZ5/PV62mSGZZLxsi1db/vnAY//z7HY6MpRnLERVatq3RVuG0+3gw5+OCVuY0lVnW6y9tWbimOi8KXXNhcEpERI7qG49jQTODUyKa+3b2jgMAXu0ew2vdYxWPZz/xr9ZyMuZ2WNZbW3Et7djfIGa8jgo2RLIFl0fydNENxXPNOS09c1oIg1MiInJMOq30sl5mTonoBLCzdxw+Y57ec/sHKx4vWcPMKct6ayuhpTNKZith/i0LZk79Xuv7fEu8jJtlvcl0RnY/3xqn2TTVeQs+hsEpERE5ZjAch5ZWDE6J6ISwszeI0xY1A0BGo5hyJbWJgDRZrcwpg9MZIa7ppbgpB+YaRxP637LwnNPMzKlS2bcdylLW63ULWgKFg007Zk6JiKiqXj44AgBY2hao8Z4QEU0vpRR2Hh/HGYua4ZLMktxyJVITAWK1MqdmWa+5jiXVhpmRdOJ1ZP4dCwWnfs/E/ZFECoOhRNbHmXNOIwnNugjzXzeci8++bU1J+1VMF38Gp0RE5Agtlca/P7obq7oacdGqjlrvDhHRtOobjyMY03Dqgib4PK6McsdyJWyZ02oFp/b9DsW1qmyTpkoYJb1OlPaac1cLlfWuaA/gvectxRfecRqA3PNOg8Y6p7FkGnEj8F2/Yl7JF6JZ1ktERFXz0qFhHBgI49NvXZ1zrTQiorni0FAYALCiowE+t8uRjFfmUjLVLesFJjJkVH3m3F8nysPNzsv1vvzBqcftwm3XnYVLTukEABwZDmd9nP2ihTn/1Ocp/TjfzOCUiIiqZetRvVPlRauZNSWiue/IkJ5lWt7WAJ/H7cyc0xqucwpMzC2k6jMvbsQd6Ngbtcp6iwv1lrYF4HULduVYTsZ+0WLMWKfUX0ZwyjmnRERUNVuPjmJFewCtAV+td4WIaNodHg7D4xIsaq2D3+NM5tQ+RtKBMuFiJNP2zGmyKtukqazg1IGy3tGIPne02OOx3+PG2kUt2HJkdMp9//HoHmzY3W8bW3+N+MqokAr43HC7JO9jGJwSEZEjtnaP4uylrbXeDSKiqjg0FMHiefXwuF3OzTmtwVIy9sxplA2Rasb82zuRgR8O68FpWwkXi9ctbcWr3WMZrwcA+ObjexFOTLwuxqIJ+NwuiOQPMrMRkYLLzzA4JSKiivWNx9A7FsPZSxicEtGJ4chQBMuMhjD6nNPKA7ukLSCtxZxTJwIjKo+TmdORcAIuAVrqi1/qZd2yVkSTKezsDeINX3sc927uzrqszVg0WdZ8U1Oh0l4Gp0REVLGNh/QlZNYtY3BKRCeGw0NhLG83gtNpKOutVubUXtbrRGBE5TEzpzEH5pwOhROYF/DBVaCE1m7d0nkAgD/tG0TvWAwHB8JZX9OVB6f5A2YGp0REVLHn9g+i0e/BmYtbar0rRETTbjSSwHhMw/K2BgBwrKy3Fg2RkloaTUappRPNeKh423rG8MSuPgAOZ04jCcxrKK3/w8LWOgDAocGwsR/pjOA0YHT+HY0ky2qGZGLmlIiIpt1z+4fw+pPauIQMEZ0Q9vSFAACruhoBwLGlZOwBrj1Q3dk7ntGUxklaOo0GMzhlWW9VvfO//oQP/2QjAGe79Q6HEyXNNwUAr9uFeq8bveMxfT+0tBUof+CCZbjjxvMAVJ45bWZwSkRE06l3LIqDg2G84eT2Wu8KEVFV7O7Tl9w4ZUETgOkv673im8/gQz9+ueLxs0mmFBr8elaMZb21EUumHG2INBJOYl5D8fNNTY11Hhwfixr7kbL25ewlrVjYUmftXzmdek0s6yUiomm12Wg9f/5JbTXeEyKi6th9fBxNdR7rhF0v61UYDMUrWgKmJuucptNWB1UnAmwq3ZHhiNV8yIkLBMORBNpKLOsF9JLb3lE9cxpLpq3g1Odxod4o6zX/X673rF+a934Gp0REVJJIQsMPnzlgHUh3HBuH2yVYM7+pxntGVJo/vNaL93z3+VrvBs1Ce46HcMr8Jms5DZ/HhXgyhfVfeQx/9+utZY+bGZzq35trVk6XZEqhzuuGS1jWWysHBkLW93EtjW09Y7jzuUNljaWUwojREKlUTX4PgnHN2I+UdbHC73FnBKeVzDktVGXF4JSIiEry6I4+fOXBndh8RO/Qu7N3HKs6G1HndRf4SaLi/ODpA9hydOpi8E7benQULx0azrpcAlEu47EkdvcFrZJeAPC7XRgxgsjfbTlW9tgZS8kY3+/sDVq3TcdrVUul4XW74Pe4GZxWWWtAL3HdPxC2bosn0/jly0fw5d/vgFKl/73HYxq0tCozczpRchtPpq1SY79Hn49qqiRzWgiDUyIiKsnxMb3kp2dUn5eyo3ccaxc113KXaA5JpRW+9seduPeV7mnfVjihZwgqKcOkE8toJIHzvvIYxqLJjM89n8eFsWiy4vHtweH3nj6AD97xIn63uce6LWK8Zp2kpRU8boHfq2d/qXoafHo59f6MzGkKI+EkUmmF8Vjpf++RsH6RpJzg1Czv1vcjbb0efB4XvG4XvG6zUmD6Lkbnb5dEREQ0yXGjk1/vWAzD4QR6x2JYu5DBKTljJJJAWgGRxPSfJJvbSKTSzPxTUYbCCcS1NC5bOx/XnbvEut3nccGJpObkDr2TRROpgg1lSt+mgsflgt/jYua0ysz5pRmZUy1tZeFHIwm01Jf29x42frbUpWSAzGVe7E2azDLeOq8byZRWUUOkQpg5JSKikvSZweloFLuP6+Vmpy7kfFNyxmAoDqBKwWncCE55Qk5FMktt371uccYFjckn62OR8rKoyUmvxZM7G/C1a8/EtesWA5h4X/z42YO49tvPlrWNKdtMpeHzCMt6ayBq/D3392fOOR02sp/m11KYc5RbSwxqAb1br30/EraGSACw2lg6qZI5p4UwOCUimmX6xmNln/g4wSzrPTYWw9GRCABYC9ETVWowqJ9YhaehfHGyiFGyxrJeKpb5WvG4JON276ST9bO//Ai+99T+ksdPTHotntTRgBvOX4bLT58PYCI4feHAUMZc1EpoqbQtc8qy3mpRSlmfQaH4xOddPJmyMqcvHhzGT549WNK4IeOiW1OB9USzyZhzaltKxgxOrzc67WbL6juFwSkR0SzzZ999Dmd/+RG8dHC4Jts3g9PesSi6R6JwCbDAWE6BqFJW5jRejcypMedUY0MkKo4ZPE4ORrOVOT6yo6/k8ZOpdEbjmXpjTqL51ZxzenQ4OiWQLVcyZZ9zygs11RLX0sjW7yiWTGPEuAB92x934dYHSmuMZH6uNfjLCE792TOnfmOO6TvPWggAaAk4W1pux+CUiGgWGY0kcHRYb0T0ybteybjaWg3ptEJ/UA8eekdj6B6JYH5z3bR27qMTy4Dx+qpK5tQ255SoGGZZ7+RgNNtnYDnLayU0hQb/RHDaYCzfETC+RhIpKKVw1FgXU3Pgtaul0/C62K232mJG1nTepEBvOJKYMtWglL9L2PhcC/jKyZzagtPk1LLepjovHvzUm/C9D76u5LGLxbMJIqJZZIdRSvO5y9agPxjHdzbsq+r2B8NxaGmFjkY/hsIJHBgIY8m8+qruA81tZuY0WpWGSOzWS6XJVdZrn4P3/tcvAzARfJQikUpnrCdpBhj24HQsmrTWonTiwopmZk5Z1ltV5sWxziZ/xu1mdZJdKa+lsPHaCPhKb/Jmn3Ma01LW68F+Meb0RS3oapq+aikGp0REM1j3SMQ60ADAjmN6cHrD65fh7CWt2Hp0rOixnLjC3jemBw7nLmsFAGw5OorFrQxOyTkDoepnThmcUrFylvXa/v+pt67GqQuaylr2JamlUeexB6dm5lQPGqJJzaqeAZxp5pW01jllt95qihoB5/zmzECvN2twWkrmVLOWfinV5HVOzdeD31u9kJHBKRHRDKWUwlX//Sy++fhe67btx8Yxv9mPjkY/Opv8VpYpn77xGC687Qnc8IMXKt6nvf16A46L1nRaty1m5pQcNBjSG4FUZc4pg1MqUc6yXtv/631u1HndiJYxf1PvnDsxVsA/taz3yHDEur+cYLJ/PIa/uXuLFTxraQWPy+jWyzmnVRPNkjn1eVxZj+vREjKnkXjKKgcvVeY6p7aGSNO4dMxkDE6JiGYocx3RrUdHrdte7R611hTtaPRbJ/L5fP2hXegZjeLlQyNIV7AQXzCWxDcf34uTOxvw3vOWos64krpkXqDsMYkmG7TNOS2lCUgxNh0exg+fOQDA6JRpnJwzW0TFssp63ZllvRkBpdeNeq8bsTJK0xOTg1OjOZJZ6htNpKwu6UB5mdMv/34H7tncgyd3DQAwMqceF/xeF+df56CUwp9/73k8WkaTq1yyZU6bbWW185sngtaSynoTWlnNkCZvX19vWv+MZHBKRETYZ6x7tqcvCKUUdhwbx/6BMC42spYdjT4Mh+NIFQg47Yt7D4YLZ1qz2XR4BOu/8hgOD0Vw61Wnw+t24V1nLQIAtJWx0DdRLmbWIK2cDxrv3dyD2x/eDaUU4loa5lsnmWK33rkslkxhW0/xUyDyMYPTySWTZkDp87jgcbtQ73Mjkiy9rHc0kkSzrbQyYAQZZpDqSObUuABU73NBKYVkSsHrMuacljFP9kQQS6bx4sFhvHJkxLExzcxply1zas9cruxotG2/tDmnDWU0QwIm5px6jYsvwZgGr1vgmjTHejoxOCUimqHM4HQkksRAKI5fbzoKn9uFq8/RF2PvaPQjrSYW3M6lZyRilQ0dG506l6UYmw4PI66lcfdNF+Ci1Xpw/KWrTsffv/0UvOWUrrLGJMpmNJq0ShjDDnejTmoKCS2NUFyzSnr125ktmss+eddmvPO//uTI6ylZoKzXfO3W+9xlNfXqGY1mTJUwgwyP2wWf24VIIoWjGcFp6dsYMpdrSqSsi5setws+zjnNycxyOvmZFLGCU1vmtF6/MOESYEXHRFVSKXNOI4mUVQ5equY6L1wysU/j0aS1jEy1MDglIpqh9g+ErO/3HA/hD6/14tJTuzDPyFS2N+pf85X2RhMpDIYSOP+kNgDAsdFozsfm0z0SRXOdB69f2W7d1uj34GOXrOIyMuSoZCqNVuMELeJwx16zZHEwlMg4yeSc07nNLMV04vVUqKzXKsP1uksKKPT90zAcTmQ0mbN3XA343YgkNBwdjlgZtnLKeofC+jEjGNOgWcGpcCmZPMzg1Mnl22JWWe9E5tRcymVpWwAXrGy31ryNlXARopLMaYPfgx//xfm48Y3LAQDjMa3qx3ieURARzVD7+kNY0a5fOf3TvkH0jcdxnhFkAnrmFJi4Cp5Nz6h+hf31xs/1jOQOToOxJDYdzl6y1D0SxdI2zi2l6ZVOKyg1kT2YruB0KBTPaDDCeXYnhnKWdpmsUFmvOTe03usuqYkNMHHx0L48V0Zw6nUjFNfQMxrFyZ0NAEoPTpVSGI0kAeif+dbzcendeqPJFO587lDZFzLnKjMLPt2Z01eNDvx/edFKXH3OYtzzsTcCQEnzlyOJVMZauaW6eE2nNQ82GEtWdb4pwOCUiGhGUkph/0AI55/Uhq4mP377SjcA4PRFzdZjOszMaTh35vSoEYyetrAZjX4PevKccHx7w35c953ncOdzh6acxHWPRLieKU27ZFo/UTbn3Dm9nIx5Ij81c8o5pyeCUoPFbMzXyuTg1Fzn1GxEE/C5S15Kptv4vM7MnE5kwOp9bhwcDCOZUji5S5+PWGqm05xvCgChmGZ1HzYzp6m0wpfu34433vYEA1SbmFXWm/819LMXDuOpPQNFjWm+HlvqJ+YY3/jGFQCA96xfAgCoKyNzGqogc2oyS3mDMa2qy8gADE6JiGak7pEoBkMJnLG4BRet7sSAcUKxNiM41TOng8HcmVPzZGfpvAAWtdbh2GgUd798BDf9dOOUxx4a1Bsnfen+7bjwtiesg7FSCkeHo+zKS9POPFG2MqcOLyeTtMp64xnzAVnWO3fZOz6XMwd0sonM6aSyXvdExhTQg4pYMl1Sh3Tz4qF9zql97mDA58Ge4/pyXquM4LTUzKn5OQ/oJZvmBSGP2zUlCHGy+c9sV2xZ7/ef3o9fbzxa1JjmMbbON/F7/8zbVuPAv1xpBYdmV/xqzTk1ma+F8Sgzp0R0gtt+bAzrv/IYHtvRh3te6Ubv2Il55falg8MAgPNPasNbTtUbEC1tq8/o4thc54XHJRiydeD97aZufOvxvdYJS/dIBF63oKvJj0Wt9Tg2FsVTewbwyI6+KSdqPaNRnH9SGz52yckYCiesE6XhcALRZIqZU5p25vy35nr9qv90ZU6HQgmEGZyeEOxz8p3InGoFynrtDZGA0jKbPSNReFySUebZMClzar5uV3UawWmJr1175jQY02wNnsTK/pq0CisKzrr1Ydz821fx0+cP4fGdzi3BUgvFlvUmNVX07y2S0OB2SUbw53G7Mjrjmhc7dvWO444/HSxq3ErmnJrM10It5pxWtudERA6Kayl86McvYzAUx/1bj+H+rccgAhz4lyshUr025rX2vaf24zebutFS78WariYsbKmH2yU4fWFLxuNcLkFbgw+DQf3kS0ul8blfbwUAbDw8guvOXYxfb+zG8vYGuFyCJfPqsfnIKNwu/UDz8PbjCMY1fPCC5VBK4eBgGFefswhvXtOJb2/Yj97RGE7ubLSyr8yc0nQzT/xbrDmnGsZjSfg9LiuTsK8/iIDPg0WtpV8ssYLTcDyj5LKcpjI0O3Tb1gR1IjhNmGWwrhwNkYygoN5a+kWzAtVCjo1GsbC1Dm57cGKfc2p87xLgpA59zmmp3XrN30Gj34NQPGm95zwuFyYvjVnpRZvxmIZfvjyRRTx02zsqGq+WYkV269XS6aJ/b9FEGvVed97zG7Os966XjiKRSuPPz1uasdzMlO2n0ohr6Yxy8HKYn7ehuDblosV0Y3BKRDPGQDBula9uPKRnDpXSOy1efvqCWu5a1YTiGr72x10A9KypyyVoqffitmvPxCkLmqY8vrPJj76gvjzMi0a29YKVbXh6zwCe3jOAdcta8eWrzgAALG9rwFg0iX19elnYZ+7eoo/R6MP5J7UjGNOwor0Bi1r0k/5jRtZ6r7GkDTOnNN3MzKkZnIbjKZx16yO4YGUbfnnTGwAAH/3fV3Dqwmb81w3rSh7fXtZrb7bEhkhzV7etCVwpTWVySabS8LplSkAxpSGS8bWUgPjYaAwLWzI/Z+0NkczX7CkLmq25raVeWDHXMe1s8mdkTvXuw5lBSKE1tPNup4wlbmayYst6kylV9OdJNKlZwWcuZmBojjkSTuQNTs3MeiUNkYCJcmIA7NZLRCeuYGziQ//Y2MR6nA++1lvUz9vnFs1WR4YmrvL/9cUrre+vX78UZy1pnfL4Fe0N1hyiP7zWi4DPjR996DxcvKYTpy5owk8/fD7OXKJnXJcZnX/Dk07QPn/vNjy64zgA/Wr8/BY/RIDe0RiGQnHc/tAurOxssOY4EU0Xq6zXKF8fj+ldRV84YF6sUjgyHMFwOPc863zitoZImeuczv7PDsq06fAwbrnnVTxta07jVFnv5JJeYGKd0wZf5tzTUjoE9wdjVpdUk31bZhO8f7v+LCtgKDU4Necudjb6jaVkJsqUJ885TVYQnJodgecKK3OaSOU910imSsmcpjIuPmQjklluPRbN/3s1K0Ia8gSwxbCvbeqbbeucishSEXlSRHaKyHYR+bRxe5uIPCoie42v8yrfXSKay8wrkubyKSLAFWcswLP7BjEeS+ZtLKGUwpu+/iRuuefVquzrdDliLK7+wCfehEtPnV/w8Ss7G3B0JIqElsZz+4dw4aoOBHwe/OhD5+H3n3wTmmxzVJe3Ty3L/cAFy+B2Cf7ht68BAFZ0NMDvcaOj0Y9jo1H89PnDGAjF8d83nJv1hIzISWaJobnWn/1iDaDPf45raYRi5c1FTdqWkolwndM57d7NPbjrpaP49aZuXLZW/yx1qltv1uDUypxOLustfpsDwTi6mvw57//KNWfisb95M05f1GJtr9RuvebvoKPJh1Bcs95jHpdYAYnZbE+r4H0xEpnaRb6STGytmXNOU2mV93eupYqfcxqKTwSn9k78k9mzq9l+r6a+8Rg+dddmACgY9BZiD4irXdbrxNY0AJ9TSp0G4AIAHxeRtQBuBvC4Umo1gMeN/xMR5WSecJ62UP+QXthch0tP7cJgKIGzbn0E33/mQM6fffnQCHpGo7jrpeK65M1U5vyoZUWuKbqyswGptMKr3aM4OBjGumV6dtXtEngmnUDZxzSv8l//uqX49V+/AY1+D7xuwVJjXumiljocG4vij9t6cd6KtowuwUTTxWrO4nGh3uvGgYFwxv29RkVFsMy1BhOpicxpKKHB53ahzuticDoH1RmB1tXnLMJXr9GnNjjRrTdhlPVOZi0lYwQFZnBQ7DbDcQ3hRAqdeYLTtgYfVnU1ZWyv1OA0lkzB6xa0Bnw4OBjGTT/bBEDPnJrPywyQK2mINJxlibN8a3LPdFFbt9xgnotjyRLmnI5EEmhr0LPhv/3oG/HqrZdnfZy9xHY0ol+oH8uSmb53cw9ePqR3WK64IdJsLutVSvUqpV4xvg8C2AlgMYCrAdxpPOxOANdUui0imtvME861RnC6vL0BF67qsO5/anfutcN+8txEF7tKrvbW2pHhCJrrPGgJeAs/GMDKDr3U9p7NPQCAc7KU/poCPo910nHBye1o9HuwdlEzlrc3YNM/vg3P3fxW6yC0sKUez+wdxJ6+EN5x5sJKnhJR0czMisflQmeTH9uO6QvSmyf6ZgfpsjOnRvnuWDSJvrEY2ht98LpdnHM6ByVSabQGvPjme9ehNaAHAKWU2OaSq6y3zuvG7dedhWtfZ6xPWeKcU7PfQmdj7uDU41zviQAAIABJREFUzrzAWGxZ78ZDwzjvq4+hbzyOOo/bqk4wedxiZXm7mo3gtIJM50hYD57sgVV/nmXPZjr73zFXU6RUWkGpiaZZhYyEE5hnBKd1XndGN367elvmdDSSwLee2Iuzv/zIlAsA9r+pk2W9/tm8lIyIrACwDsCLAOYrpXoBPYAF0JXjZ24SkY0isnFgoLhFa4lodjoyFMEV33wG+4wGO5NNzpwubw9gUWs9vnLNGVjYUpdzWYmXDw3jD68dx6IWfa7OoUmlgLPJkeGINTe0GCs79Y6N977SAxFY80tzMUt7v37dmfjtR99onWT5Pe6MK/bzjZMTj0vw9jNOjGZUVHtmxsHjFqzuarROls2Ttl4zOK0gc2p2Wd3TF0Jbgw9+DzOnc1E8mbayi163wO0SK8D4zaZurLj5wazZvUJylfUCwHvOW4rFRhdpM6AoNnM6YGQVzcDw3GWt1hzTbET0JUiKzZxuOTqKgWAcBwdD8GcJhNJqoonTuqX6TDwnynrty6T0B2O5Hj7j2S9s5Pr8MT9Hiv08GY4k0BbI/Tc21WUEp0k8uasfAHBoKLOyxL4udKXZTvtFhclzkaebY1sTkUYAvwXwGaXUeLE/p5T6vlJqvVJqfWdnp1O7Q0Qz0E+eO4SdveO4f0tP1vtDcf1K6+mLm+F1C1bP18uXPnDBcrzttPk4OBjOaERw/9ZjeMe3nsH7fvACFrfW4z/fq3fv3GN0o52NjgxHii7pBYCmOi9aA15Ekyms6mzMmGOazaquRnQ1+bGwpT5r91+TuQj8rVedPqVBB9F0MTM1Xrdg1fyJBlzmiZLZKC2SSJU1fy2ppa3X876BENob/XrmlEvJzDmJVNo6QRcR1HvdiCb0v/MPjSki5ayjnUiljc62+VnBaZGZ0/5xI3NqXCS852MXYuMXLsv7M35P8a9dM2s5FE6g3ueyOr6eu6wVt75rLd6wsh2XrOnEHTeuxycuXQWgsoZII0bgbw/k+8ZnceY0MTVz+v2n92PT4RHrdjMoLSao11JpjEWTVuY0H3/GnNOkVQo8HMq8uGIGzV+79kysW5q7iqoYPrcLzUYm1jcbM6ci4oUemP5cKXWPcXOfiCw07l8IoN+JbRHR7BRNpPCbTfp80CdzlOeGYhpEgAXNdbj/E2/C+1+/zLpveXsAwZhmdQDsGY3is3dvgZZS+PCFJ+HHf3EezlrSApHZG5zGkil0D0eteZ/Feve6xTh9UTM++dbVBR/7uctPwc8+8vqCj/vgBStwz8feiA9csLykfaETQyqtsPXo6DSMq5/UuV0urO6auHhidhg9NjoRTJSTPY2n0ljUqgenCS2Njga9rDdZwdw6mpniWiqjNLHO656yHIi/hC6k5sVRLZUu6mQ9UHJZr37hpdiyXkDPjiVSxQa/+vhDoQTqPG7rQtApC5rxoQtPgs/jgojgrafN13sWuKSizOmwkTm1Z3b7Z3Nwai/rTWhQSuFf/rAL133nOet2c45uMZ8nY9EklALaipjCU+exzzmdKAWenPmPJDQEfG7ccP4yuFyVrQ0vIrjBOAerdjm2E916BcAdAHYqpb5hu+t+ADca398I4L5Kt0VEs9cDrx7DeEzDxWs68VrPGP7xd9umfLCOxzQ0+j0QEZy2sDmjlGVFu16++tz+IYTiGu54Rp9j+qO/OA+3XHka1sxvQp3XjeVtAezty142PFMppfDF+7bhC7/bhkQqjUtOyToLIqcvvet0PPipi3DV2YsKPraj0Z83Y2qq97lx7jI2WafsntjVj6v/59kp3XQrZZ7UeV2SsXSReWLYa1tiqtTgVCmFZCqdsY6kPudUOOd0DkpomUFkvc9llWaarx1zGZVCth8bw1v+bQN++MzBvGW9dnUlNkTqD8bhcQnmFVHmafJ5XIgnS8uchuIa6n1u+Izsr9lEbzKPWyrqrmteSLa/T2dzWW80mYK5tG0onsralM3MnBbzeWKWPReTOc0o640m0W78zMCkBlN699/K5prafeiNKwDAmrNdLU48gwsBfBDAayKyxbjt/wK4DcCvROQjAI4AuN6BbRHRLPXzFw5jdVcj/vGda/HUN57Cz144jFMWNGVk5kJxDU05JvGv6NCD04//4hU0+NwIJ1K49tzF1vwe07L2BhwdmV1zTgeCcfz0+cMAgLOXtuKClW013iOi/MwTq+FIoqQ50oWYmQeP25UZnBon+P3BGPwefZ5dMJYEUJ9tmOxjG81KFrZOlKmbZb1JlvXOOXEtnTHvTi/rNYJTo79BsevbmmtL3re1B/MCvtLKeoudcxqMo6PRX1LGy+8pvpmXPftV59Gza+2NflyRo6eA11VZRUG2+bzlzPGdKWKJFNoCPgyFEwjHNats2c4sgy5mzumw0TCqrajgdOJ1PBJJwOvWLzAPTMpohuMaGv3OrUm6sKUej/3Nm7GgpfjPWSdUHJwqpf4EINc76a2Vjk9Es9+u4+PY2j2GW9+1Fqu6GrHvq1fgvK8+hte6xzIeF4ppaKzL/rG0tG3iw/H/O30Blrc34KY3r5zyuMWt9djWMzbl9pnMPGmYF/DiS+9aC5HKynGIpptZqhcpszFRLppV1ito9Htw0eoO7Owdx2AoAS2VRjCmYVFrPQ4Ohkvu2GueMM4L+KwAt63BBx8bIs1JcS2dsT5jva2s1yxpLTawM1sdHBqMoHGxp6jMqbk0S9FlvaF43mVksvGVMOe0b3wia+n3uuBxu3Blnk7sbrcUnVnOJtt6nLO5fD6aTKGj0W8Fp2agbc/Om2XQxVzsMn++mEy5eaGjrcGHsUjSev3a/6aAXtZbaZfeyVZ1Fa60cpqzz4CIKIvdx/U5oOayMB63C2ctacXW7sw5a6G4lrOhj9/jxr9ffzbOXNKCNfNzf1gumVeP4XDCmHsxOz7izFKnH33oPKxjKS3NAnHjhDviwLqRdmbm1Fxv8WcfeT1+8PQBfPUPOxFJphCMaVi7sBkHB8MlrXX6m03deGxHHwD9ZLKj0Y+e0Sg6Gn3wcc7pnJTQ0hlLa9jnnJqKnVNpZVzjGpIplbG0Rz7Ztmn38V+8gnRa4TsfeB2Gw4mismh2Pk9x3XpjxnvHVMz+e1yuypaSyRKcpioIdmstmkyhvdEH9AHj0aT1/MwOx8BE8F1MIynz54vLnOrbWNYWwOGhsPU5OTk4DcW1itc3nQmq236JiE5I3SN6ExOzAywAnLWkBXv7QxklT8G4ZnUQzOa61y3JG5gCenAKZDZOmenMDoZd7IpLs4R5QpxreadymZkaj8s+V1A/MRsOJZBKK2vOaCmZ0+f2D+Kh7ccB6Cf07cYSHe0Nfq5zOsf8ae8gbr1/u5E5nQgc6n1u66KKqdiLEvYA8/hYrKiyXiCzlDibB1/txR+3HcfR4QiCMQ3N9cWtb23ye9xFZU4nNyKqKyI49bora4g0Zsw5task2K21aCKFBr8HK9oD2NsfsspyAxnB6cRSMvaVBbIpJXNq/r1WtAcwFk1a25ncqCiSSKHBwbLeWmFwSkTTrnskirYGX0Ym86wlrUilFbYfmyjBDcWSOct6i2XOQT06MnuCU2sJgRK6NBLVklXW63TmNG3OOZ04+TdP/swsgdltt5SGSPbskpk5BYyGSCWURtLM99D2XvzshcNGt96pZb32oCFZZCbPHpz2jEaLKusF9IA4X+bUnF7642cPYTyazMj0FsNX5DJIkxsR1RWxbqXbJVaGrlRKKYTiGiZPny13vJkglkyh3uvG6YtbsO3YmDXn1J45NZ+fUijYTGoknEC9153x87mY64wunlePtIIx314/d7C/nkNxDQGHy3prgcEpEU27ntHolMZFZy9tAQC8cmRijbBgLHdDpGItMZZh6ZlFwWlfMGbNfSNygogsFZEnRWSniGwXkU8bt7eJyKMistf4WlYdeVzTT7jDTs85NRsi2c5qzRLEPiNLsKi19MypvaOpz+Oyul22N/jhcwvnnM4hw2E9wx6Oa1MbIiUzu6wW2wgrNinALHbdx0KZU7Okc9fxcT1zWmCd6sn0st7CF4gmZ9iKKev1ul1lr3MaSaSQVnrDMZPf46qo+69dOK5hX391u/JHzeB0UTOODkdxcCgMQG8cZbJf7CiUlR+OFF/Gvbi1Hm0NPivLal7wSKTSVldkAIjEU2hkWS8RUWE9IxGr3NbU1VSHlR0NeOngsHVbqEBZbzG6mvzwusUqJTY9v38IT+6amcst94/H0VViIwyiAjQAn1NKnQbgAgAfF5G1AG4G8LhSajWAx43/F+XQYBi33PMatFTaCvaK7URaiFIK7/3+83jwtV4AyMhMmZkFc53GBS11EEFJc07tJ/BetwtrFzXjpI4G1PvcxjqnDE7niqGQntEajSQzMqd1PjeiiTRGwxMn88WWmU6uECi6rLdA5tRcv7dvPIZEKl1y5tRf5JzTcaPbsBmUFlPW63FJ2XNEzfmt7bbgK+BzV9Rgye5nLxzG1f/9pymls8lU2upx4bRoIoV6nxtnLNIvrD+zV1+vPWb7bLFf7Cg0VWAknEBrEWucAsD7zl+GJz93ifV6jtouto1Gk9ba7uG4hgDLeomI8lNKZc2cAsD5J7XhpYPDSKUVUmmFSCJVcVmvyyVY2FKPDbv7sePYuHX7P963Df/0wPaKxp4uA8EY55uSo5RSvUqpV4zvgwB2AlgM4GoAdxoPuxPANcWOuWF3P+566Qh6x2K2OafOBKfJlMILB4ax2aikcGfLnBrBaXOdF40+T9bM6eM7+3Dflp4pt2eU9Xpc+NAbV+DJv70EgJEhmsXlhpTJbDSTbSmZWDKFYVujnmIvSpgXYcxG6kWX9RqZ0396YDseMeY825kXTcxpKM2llvUWuZTMRKdqPRjyFxOcVvC+CMX1YNic2w0AAZ8HWlpfa7jSi0GjkSTCidSUiwu/f/UYrvzWM1mXealUTEujzsicAsDRYf1vZs+q2/en0Hzd0Wiy6DVtPW4XWgJe63UXtc31/82mo3j7fz6NvvEYwonKL/DPBAxOiWhaDYUTiCXTUzKngB6cjsc07D4etOaPOfHB+sELluPIcAT//PsdAICjwxHs6w/h8HBkSnnWTNDHzClNIxFZAWAdgBcBzFdK9QJ6AAugK8fP3CQiG0Vk48CAniEYN4LBUFyzdet1pqzXPME2Pwcy55zqnwlmaWJLvQeNdR7rBNjuI3duxKd/uWXK7fZGOF63ZCzX5C1y3h7NDva1NLPNObUHLsUGX7GkPn/VDCaKDU4DRub0ly8dxYY9Axn3pdLK2r75+iu1IZLP48ooWc8lYWynxdj/4rr1lt8QyfysaGuYOK4FfG5oKYW1X3wIl/77hrLGNdkbD9kNh5NIpVVGZ2InpNIKCS2Neq8b7Y1+rLatwRxL2kt5iy/rHY0ki86cmqzg1PZ5tr8/jLTSK1vSCrNmlYJ8GJwS0bTqsTr1Bqbcd96KNgDApiMj1mLSpbbSz+av3rwSl62dj6MjEQB6xgfQmxRUe55KIem0wmCIwSlNDxFpBPBbAJ9RSo0XerxJKfV9pdR6pdT6zs5OABOlgZGENpE5jTtzscc8OTdP9LwZ3Xr1783MaVOdF41+T0knoJMzp3Zc53TuSKcVRmxz8DIypz43UmmV0Ryo6MxpUi/pbDWCR2+RZb11XjdCcQ3RZGrKBRDz//YLsuWU9ZaSOTX3v5iGSB63lN1dN2tZr99jBeRm1rFcVnCqZe6fmYmOFTEPtxjBWBK3P7QLLx4cAgBrHdorbOvDZmRObQFpodfWaKT4sl6TedHOPp2id0z/XfYYKxQ0sqyXiCi/Q0bTgKVtUzOnS+bVozXgxY5jY9hrzJlY7dCCz0vm1eP4WAxaKo2n9gxaV4r39k/PfJRyjUb1BbVLXXydqBAR8UIPTH+ulLrHuLlPRBYa9y8EUPRE7HGjQ2Q4nrJOAqPJyjMUD207PmXpJ7ft5L/ezJwaXa2b6jxoqvNY+1OMyd167ZxqiKSUwr2bu4tqUEPTYzyWzGi643NPnKibXZ8PDIat20pZ5zTgdVuZzVLKegeNC6+TX2NmUDO/eeKzP9c637kUu5SMORdyXoPX2q9CvC5XRrB1aDCMdJHBqlly32Er623wuYvujlyI+bucHJibWeRissmFpNIKN/zgBXx7w358/t5tAIA18/WM6ZVnLpjYpjaxbIz9b5zvokE6rTBWQlmvyfzsiiXT1t+wd0y/2GL22WDmlIiogP0DYbgEWNHeMOU+EcEZi1qwrWcce/tDEAFW2cplKrG4NQAtrdAXjOO1nlG89bQueFyCPX0zK3M6Gil+rTOiYolet3oHgJ1KqW/Y7rofwI3G9zcCuK/YMcej+glnOO5c5jSWTOGjP9+Eu146knG7PXMasM05dbsE9V43WgM+jEVzB6eTT6LtZb2TM6dOlfU+tWcAn717K/7t4d0Vj0XlGZ4019BvyxAubNHn9W8+PGrdlihhndM6n9vKdJXSEMmclz35NWa+h+bb+g2U2q23NeBFMJYs2JgsmUpDBGjym5nTYuacCrR0GpsOj+DYaBSX/NsGfPUPO4vaL3OpE3u33oCRuXZCQpsaDAITv1MnMqdD4Ti29ejFJgeNCxqrjXXWT5nfhBvfsBwXrmrP2G4yY85p7ucajGlIK6ClxDJujxGcRhKaNX94IKRf/Og2KsUaOOeUiCi//QMhLG0L5DwYnrG4BbuPB7H92BiWzKsvas2vYiw25ri+1j2GvvE4zl7SipM6GrB3pgWnxgl2qQcpogIuBPBBAJeKyBbj35UAbgNwmYjsBXCZ8f+imMFgOJGyMhOVzjmNJ9NQChnLIQCZJ//mZ0I4kUJznQcigpZ6b97gNPz/2HvvADnu+u7/PW377vWm0516tapludu4gLEBx4BDsMEJPCTBEAL5ESCB30NCSYE8hABJCOAQwDHBoT7BuGCMwd1yky3Jkqx2utPd6XrbvlOfP2a+szOzs3uz7XR3+r7+kXTam20zu9/39/35vD+Ox2V1Tp2ul8DXJhCJOGEDU+mqj0WpDKc4tbrkZATRK0OzZiWPV8eczLgkZbGeR8lYvs8KxSlxTvPitNyy3gtWNEDVgCMjcyVvJyoaBI41hYvXOadHRxK49RvP4MP3vgwAuOfZAU+Pi/SOW8t6gz6+ZnNOi/Wc5tsDqhen5Fikb7kj5je/pxmGwedu2YbrN3fY7k+29ZwWP7dmKtyUJuXkGUkx+4dJYDFxTpdDINLSfwYUCmVRc2o8iXVtxd3Qbd0xiIqKhw+P4frNrtksFUECmB45MgYA2Loihk2dUbx8ZrbUry04c8aivKHM3hMKpRSapj0FoJi9c30lx8yX9cqWOafVLQJzimI7NsE659TPs2AYfRFGyh4bgoJ57biRyMqIBgT8+sgY+qdSJXtOBU7v29M0zRaUVC4kAdXLaA9KfZgq4ZwScSrKKnqbQxiczngv6zXEKTn/yinrJRSUoLo4p+WK0x0r9bEmB4fmsGdVc9HbSYoKH8ea/YhenFOBY02R+dKAnqItKipUVQPLlr5OSCBSk1WcCvY5p7Kimk5guRQTp+RzqRZlvUScXrS6CU+fnMLGjsKWI/I6kl55r2W9ZFO60kCkrKQWJDuTnlM6SoZCoVBKoKgaTk+msK6tsKSXsKun0fz7uhqV9AIwR9c8ckSP79/SFcP27gYMz2YKdtfPJcT9aaTOKWWRY4pTSyCS0zk9WWZPN1kAWsONONaepsswjLnIJ4v3WFBAPCsXLRMkj/VHLw7iO0+dtvWBOl0v4ox4CZYphd84Lu05PXc4R4hY3+uWsM98r3uMgD7PZb3GjEvSt8rNI84INnHqdE4NQdNp9JyyDBAus1+wIxZAe9SPQ0OlnVNJUSFwDEKmc+otrdeNo6Pz56olshIifh4BXr8fH8dC4FjbnNNqEnXNntOCQKTalfWSzwMi+t3yMEhYG3FOrRUYUolNKuKcNpbtnObPZx/PmucjAJyZ1is2loNzSsUphUKpG8MzGeRktWQf6cqmEL78jp0AgCvXt9bsvgMCh4ifRzwrozMWQHPYh+3GLvMDB8/i4NC5d1B/+eoIBo0vFFrWS1nskJ7TdE6xiNP8IvDg0Cxe/09P4NXh0gtlK2Qxl7A4p26LYrIIIz15ZDMnUSQUiSx8p1MiElnZtmh0OqdEQMzXt+eVbA1cG0plOJ1T63vNMIy5adnVEITAeR+VkpH0GZckbMbruWIVD87Nj6yjrDfi5+d1JN3YsbIBB+e55iRFn/ka9pXnnLpxYHD+6zuZlREN8Obr7+NZfTSNZTOpVFn+fJBNhaI9pzW4BkkS8NauGH53z0r8zq4VBbch4jvjWtZbfOODVH1UmtYL6O+PVYiS8t4VLjPllxpUnFIo5wkf+9EBfPa+wwt6n2SHtVRZLwDcumclTv39m3D1xraa3v9aw7G9xfhS2d6ti9O/+vlhvPvbzyGVk/HE8Qnc9cSpmt6vF46PJfCB7+/Hd54+DYCKU8riRlU1Uwgmc7LpFFjFKREGZCyUF4ibFLe4KG7idEuXPvieOA7keim2wCWPdTotIpGzOzTORTcREJkq+9RIGAot6z13TCVF22xTP28XYWTh3tUYAM96HyFEek7DftL/7M31C3hwTpvDPnAsU3ZSL2FdewQDU6mStxFlveeUiGuvPadWyDXnpc88kZUR8dvFKceyUCyCrZy0bSfElSwQp8Y1XIvqBdFoOQj6OPzjO3baqrwI+bJeF+e0RDJxpT2n1koAjmUKXNIVDQHqnFIolKXDvr4pPHBoxIw8XwiePDGBsI8zHctSeC2TKoevvnMXfv6hK/CpN20BYI/pT2Rl/Gz/EL766+P4x4ePVzxsvFKePaXPTZtJS4j6+Yp7byiUhSAl6umSgGPOqSibnylk8V2OyMuX9VqcU5dr4Wu37caqlhDebMwXJAtlZ5ASgbi8biX8Bc6pIU7TVTqnikrGWNCy3nPFmekUVreEzUW83/Fer2jUXcoVhnPqNQgrLcqGONUX/mmPvdbWQCRJUXHbXc/inx89ASAvoMj81FiFG5QhgYekaCWTcEWj5/Sqja147+Wr590wBgoTiVe1hIzHPf93ZTLncE45Vn+9LYKNXKOVkC/rrZ9zSo5VaqYt6Wk2e04tz69UWS/53HL2jc6HdWNN4BhEHL+/3qUvdimy9OU1hUKZF0XVMBrPQlE1DM9msNLot6knmqbht69N4PL1rQW71wvFWpcv4A9esw77B2aQlVV88/E+nJ3LQNP0qPgNC/jBvq9vyvw7DUOiLHaszqae1qsvrDXNmLnny89bLKc8lpQ6WheTbovB5rAPj338GrMXlVwzpZxTWVFdxauz57RWZb1E6FDn9NzRN5nCxvYoRuNZiBnVRZzmnVOB8+6cOntOvTqnzp7TfX3T2Nc3jY9cv8E8T/y8PqKm3DAkAhFIoqwWTbuXZBUCx6I9GsBnf+cCT8e1jnMC9D7dg0Nzns7vRFZCY8iX3yQQWHAsY0vrrco5NYS4s1SafAbVwjkl17PzHLJiOqcyKeu1OKclNj5m0yJigfI3pa0bBjzLFvQor/ew6bAUoFv1FMp5wGQyZ+6q7l+gtNoT40kMz2Zw7abaJfDWgr+8cTN+eOdl+LPr12N4NmP2abw2Wl6QSzVomobnTk+b/6YlvZTFTtwiAsmcU7KYJmV+ZGGYrsA5tVKsisIaktRYpKyXiId4VjYTMZ04xS8pdazeOdU/TGoxxoJSPrKiYnA6jdWtYVMUOl3y6zd34KZtnehtDukBPR6dU7IBs6ZVbxVxS251w8soGT/P4ppN7RVnLhDxVEqQSYoKgS+vOolzXCcdsQD8POtJ+CWyMiIO59TZcxqvouc0X9brDETSH1stnFPyfvm44pvrpOc0V+YomdmMVHYYkv5Y8ucz7+KcEnd7qUPFKYWyjPjlqyM4PlYoss4aEeMAsN+IhK8H8ayEH70wCE3T8C+/OQk/z+L1WxaXOCVcu6kdV6xvQUfMD55l8JqHBMJacWY6jemUaPb9lBuKQKEsNGQhyTD632VVM/uliKgzXdAyRJ7bAo5n51+aFOs5ZQ0Bm8jK7iW9HFswLiZYq55T0wWm4vRccHY2C0nRsKY1ZG5SOMXp9pUN+MYdeyBwLASe8eScyooKUVERFDjsWNmI+z98JT507XpPj6nUKBkioPwCi796y1Z85PoNno7phFQmlXI0RUX1PP6GIDg2iTob/Lo49SD8EjkZUT9vCmcfzxa4hFU5p0VHydSutN4UpyWdU3tZrzX9ueQombSEpgq+9+3OaWHPaVvUX/YxFyNUnFIoy4S5tIQPfH8/3v3t5wr+b2QuCwBoCgk44CGldv+ZGdz7/JmyH8Mf3f0i/uKnB/Gz/cP4xYGzuPN169BumeG2mGAYBt+8Yw/+50NXYE1rGMcW0Dntn9ITeveu1iPqG4Pl76BSKAsJKettj/rNUtlmY4YhWWSShWIlPadWSvV4EWJFxCl5DPGshKlk4VgRt2Pny3or74ED8s6pVSTkZGVB+/zPZ/omkwCANa0Rc8OhVEuJwLJmeWgpssb7Sc6Tbd0N3kfJWJxT50xgIqACVba9mM5pCdEoVSBOrWJyQ3sEl65tgV/gPJX1Zo0yaOL06YFI9tesFj2nRcVpDUrrybFLfR45A5GszmkpV342LaKhAudUsDmn+bTeT795C96+uxvX1XBW/LmEilMKZZnw66NjANx3DIk4vXZzO46OxF2DE46NJvDUiUkAwNv/7Rl86meHynIA0qKM541S1d+8Ng4AeOfenvKexAITDQjoaghic1cMh4bnoHpYqNSCM0ay4mXrWgDQnlPK4oc4p50NQTOVt7dZLyEbN9J5zbLeCnpOrXhZ+AcEDn6eLRCn5LMtkZXNRExCU1hwdUFCNQpEIotRUroYz0rY/flH8Ntj41Udl+KN/kn9c3V1CefUisCxJUNrCKQXOVCkn7MUISHvbFnbKqcPAAAgAElEQVQ3bVRVy/ecekjOLQX5/dJlvVpBr/V8WF26+z9yJXasbPRc1puVFQQEDizLgGcZs6zXSjWjZEg5b7FS6VpUL3hzTh3iVLX2nJYu663EObX2AQssYwZ0bV0Rwz+9c5enEUFLASpOKZRFjCir+MJDR/Hq8Bw0TSu5A//Qq6MA9PltTkZmMwgILK5Y14qspKJvIllwm8/ffxh//J8v2r4wDp/1Pq/woUOj5t8PDM2CYXSXZSnwhq0dGIvn8NjxhVlE9k+lERQ47FqpR9PTnlPKYieZyzun5DNitdHfNGpsfuWTMqsr6/Xq8DSGBHNeIKD3csumOJUKZl6+dXc37rh0VcFxaiVOnaMjppIi0qKCoyMLV5WxVPnqr4/j/oNnqzrG4EwGQYFDW8SPoNFHXCrMhue8lfWS8zlYwcI/4HO//7mMZF4v5YpGJ8XKemdSIh4yEvp157S8nlMiJhkGtvTj+VxJRdUgKZqtpLfWZb2i6Zw6ek6l2pXW55T5xWnQDEQiZb35EK6/e+Ao7tk3YLv98bEEXhuNYyYlmn3z5WDtG+ZYFhG/ff7zcoGKUwplEXF8LIHf/4/ncMoQjw+9OoJvPd6H2+/ahzWfehD3HxwBoC/CPnvfYTPx9bFj43j0Nd05nUwWzhgcmctiRUMQ24w5n/c+P4iDlvLenKzgpYEZZCQFP3lpyAw62T/gPTzphf5p8wtsaCaDlrC/7DKic8VN2zrRGQvgO0/1L8j9DUylsKolhO4mfSOhki8pCmUhIS5Cs6UUbWVzCCyTr8yoJK3XbaHrHGFRjIaggNlMXoBaXYtEVsa0o6z3pm1d+NgNmwqOQ0ovq13QWitSVFUzXwcy91VRS28wns/c+/wZPGB8v1VKWtRDeBiGQVDIC6NiCJy3st5MFeK02O9Mp0VkJQU8y1Q9RqxYINI3Hj+FD/7Xfjx2bAKiXEFZL5sXpKRP289z8/ackscRsIRS+flC57TYGCgvFCvrJaK1FmW9oofNA/LaW8t6yWaXqKh41KhoI9zwlSdw41efRDwrVxSIVDBKxnBOK016XqwsjZUjhbLM0TQNU8kc3vr1p/HkiUnc94q+g3z3M/3obgyiLaY7kC/062WzY/EcvvdMP7740Gs4NZHEh+99GZs7Y7jz6rWYSom2D+y5jIRDw3PoagxgXZueNPidp0/jHd981rzNwaE5PY1Q4PDjFwfN8taXB72HJ704MIMrN7SaH5adDUvDNQX0D/xb93TjmVOTSOWq6zvzwsBUGqtaQuhpCuGPrlyDN2ztqPt9UijVQBZ9jeH8RkrEz6Mt6seIEbhGblN9Wq9X59SHGcsC19rjNRbPFpT1BoqUTxIBUbVzarn/lwdnzRTjyWQOWUnBRX/7iFnhQrGTzilIZKv77M3JqikkSAJzaXHKeCrrJd8JoQrKeouK05SInFw46qYSivWcksf77af6jLTeMgORjE0ia6moX5i/rJc8Dr8lqdet55T0CFdCPq3XUdZbQ+dU8uCcsiwDH8+agUiyopnnHgAkS5zTlQQhWgU+zzF43aZ23H5xL7obCyvmljJUnFIoNeKxY+N441eewGy6MCGyFEMzaVzwmYfx4XtfNhdHB4dm8eSJCew/M4s/vHINfvOxa7BzZQP6JvSemleH9XLbVwZncftd+yBwLP79D/ag1yizswaB/PkPX8HIXAZ/eOUa8ByLFQ16QJF1Z3HfqSkwDHDrnm4cG0sgZTyOlz2OnZlNizg5nsSeVU1mKW/nIg1CKsZFq5uharpQrxeapuGBgyM4MZ7E6pYwWJbBp9+y1XUeK4WymCCfF9bwLj/PorMhiNF45c6pa1mvx7CZlrAPM5bSXVJWG/HzGJ7NYGgmg45YfpOsWDgOz7HwcWwNRsnkn8ut33gG33y8D4DunM6kRcykJQwYYWiUPJqmISXKSFRR5gno5x/pv8wHIpV2TmV1fnFKRHMl7hQ5t5xMJUXkjL7MavEL7mW9DPTr6OmTU5hI5CroOc07p+Z9eSjrzTqc0+awD81hn62seGNHBIPTmYrfc7Pn1PL5oWmaKZwXyjkFgADPmmJYUjWbmE2W2OxuqsA5ZRjGfB05lsWa1jC+8PbtVbvvi43l9WwolHPI/7w8jGNjCXzt0RNl/d6BwTmkRQXPnJrCxWua8c6LerCvbxp//fPDWN0Swrsu6QUArG2LmL2ih4bnwDBALMAj6OPwH++5CCubQmiP6oJwPJHNH39oDm/b3Y3rNuvu3A/vvAxv3bUCLJNPltt/ZgYb26O4aFWzOfdzc2cUI3NZT6EF+8/oDuueVU1oNxaDHUtMnJL+z3Lc4nJ5tm8KH/rBfgAw5+VRKEsBvSzQPlfPz3PoigXMst5KRqm4Oadey3qbwj7buBjinK5vj0DTgKdPTmJ7dwPI5JhSQiXo46p2W5z9b6cNZ2gimTMdFC9hMucbWUmFquUToStFtDqnpKS0xKKd51jb6I9i5MVpZe0XV21oxe7eRtvPZtIiclKNnVPHuSUq+X/Hs3LFPac255SfP63X6Zx+57178YkbNtsqIrZ3669HJSn5mqble07l/PsnqxpIlXatApEYZv6AtrCfNzfkJNne21uqGqDSIERSbu11E28pQsUphVIjyAf4Pc8OYGQuM8+t81hve8elq7C7txEZScHpyRT+5q3bzOOubQ3j7FwWaVHG4bNzWNcWweOfuBaPfPR12N3bBCAfQDQe13ucJEXFVCqHTktIUk9zyHQJJw2H9fhYElu6oljfnnfwrtqgDwQ/OT5/6c3hYX1G6PbuBlMgLzXntCnsw9rWsGe3uBLue+Uswj4OX7ttF27Z1V23+6FQag1Z+Pc05T9L/AKLrsaAGYiUT+v1LjJcxanHst6WsA8zadFsQyAu2MYO/XMsIynYuqIBYQ/hOEGBw3RKxJGzlc87dqagEzEzkciZDorb8z3fIa9N1c6pJYzmkrUtuGlbZ8FMWys+jrGN/igGeVyV9vX9x3v34va9vbafmWW9tXBOTXHq6L90/Lv8nlPSZ2p3Tkudw6mcjJRx/ZO1y4rGIBpCgq0kdXt3DABwdKT8661YIq71+Wc9zGKdD0lRXeciOwn5OCSN5yyrqu3zq9bOKZAvt15ubqmV5fvMKJQFZjIpIurnoWoa7nl2YP5fMBicTiPq5/HYx6/BzTu6sHeNPvvy5p0rcNWGNvN2pPSzbyKFV4fj2LYihqawz1ZCQgYwTyRzkBQVY/EsNK1QKJJ/j8WziGclDM9msLEzirVteTfvivVEnM6/s3lsLIGe5iDCft4UyB0NS0ucAsCunsa6idOcrODBQyN44wWduGVXt23+HYWy2BEVBT6exaVrW8yfBXgOXQ0BJHN6SaZZ1lvGwtCtrNezcxryQdXyIymIc7qhPWre5oIVMYSNRMtSQiDk43DfgbO45etPVTziwil0SItHIiubrRZUnBZCNjOqdU5zkmp+H75hawe+cceekrcXONZTWm81Zb0EZ9/iVFIPRKqJc0rKeqUai1Pj9vaeU66o+69pmt6i9IOX9ds6npv1uu5tCSEW4PHAoZGypgIA9s8Mmzi1uKW1qFDIyWrJflNC2M8jbYhQSdFszmkyJxcNQas0CJG8j+U64UsJKk4plBoxlcphZ08j3rC1A/c+f8bzh+PQTAbdTUGsbg2DYRisa4vgl//fVfjqO3fZbkeE46NHxzEaz+LCVU0Fx2qN6MKwbyKJC//mEXzI+JJwhhN1GsJxNJ7FiTFdfG7qiCLk483G+gtXNSEgsDgxNr9zenwsgU0d+oKQlPMuNecU0GeFTSZzmHJJPK6WoyMJxLMyDT+iLElEY6FmXaj6jJ5TADg7mzVHL5RTUpdzE6dendOI7jyQkTFEnDaFfWg1/m9rV8ybc2psFkmKhgFjDnG5yA7n1DrKpt84Zi164ZYbqZx+voiyWpWoEBVvYoLAc6wtRMuKrKj47+fPQFZUxLMSGAbmeVQJzsc1mczVwTm1v3bOc61cIUzEj/X3fBxbNK2XbOr0GfNmnT3etjAflsXFa5qxr28an73vcFmPy1rKKyoqZtMifnV41NZ/WqlzqmkavvPUacylJZsTX4qQjzNzOvSRPfnfUVSt6GOp3DnVj+9lHvRShYpTCqVGTCVFtER8uGVXN2bSEl7zONtuaCaDHmOYPWFzZ6zgg2dNaxhBgcO/P6mHbLx+S6HI8fEsWsI+fOfpfiSyMg4M6i6gs/+T9IWOxbM4NqqLz42GuFzfHkHEzyMWELCuLYLj40koqla05EqUVfRNpMzfJ6FMq1pCrrdfzGwwnsNxD4K8FKcnCxe3ZMG7rp2GH1GWHpKSD/r41E2bAehpkyQB/NhYooZlvd6dUwBmKi8JRBI4BqtbwogGeKxs0is6WKb0ca2pqpWGFhFxeolR/WLtNyOfCdQ5LSRlOV+qSey19px6QeAYm6Cx8sMXB/HJnx3C957Rv0sjfh5sFWLAKlh6m0MYns0gJ9fIOa1TWS/pES1M63V/zYZm7O1MznRsa88pzzH4xh17cPm6FozFy9sMFh3O6du/8Qzef89LZv950OLuZkQFP3ph0PMIp8HpDD5//xH86sio0T/qwTn18eZnnqxoBZUf1tJeUiHMMpU78Twt66VQKF6ZTObQGvFjx0p9lujB4flLVTRNw+BMGiub5o8BDwgc3nVJL5I5Gdu7G7CiSHT437x1G67Z2IawpWzU6WK2hv3gWQajc1m8NDCDsI8zH8M79/bgvZevBgBsaI/g5FgC33riFK750mOujkj/VAqyqpni9A1bOvDQn12FVS1LL/CHuL8nPJQyF+OlgWlc+4+P4aWBadvPyYK3t3npiXYKxbrwv/N163Dgr29ARyyADe1RCByDI2fjBWm91rCiYlRT1tscNpzTpN055VkW7760F39yzXowDIOQj4Of50r2jlnL7M9MVyZOJUVF1M/jh3dehi5HWwNxTouJofMZ6/iueIUl1YCR1lskkdkNgS3unJJzeGgmg3hWQqzCMCSC1Tld3x7B8EymhqNk3NN6c4pq2+QuV5y6Oad6Wq+7uz00Y79uCpxTzv5YBI7Fps6op88JK7ayXlkzpxiQjY2GoGC6u3/7wBH8xU8P4tlTU56OTZ5bVlY9O/EhP490jqT1FgraZE7GXEZCPCuZgZMNQaHizQ7yOUwDkSgUSknSooy0qKAl4kN3YxDNYR8ODRX2Lh4amsO2zzyMQWPxM5OWkBYVrGzyJljuvHotIn4et+xaUfQ2b9rehf9471587pZtAPQvGLKII7Asg7aoH//22Cn8dP8Qrt3cbi7c3rS9Cx9/oz6ofkNHFGfnsnjqxCSmUiIeOzZecH8kbY+IU5ZlsKUr5un5LDY6Yn5EAzyOj1UuTkmA1L4+uzjtn0qhMxaoyegACmWh0fuv8ucuSZr08Sw2dkRx+OycJa1XxcBUChf97SN4aaB0+rXV3SEzkr0uoklZL3FOSSASxzJ42+6V+OA16wDoPWH+IjNOCdYZlmcqdE4VNe+aOHvK+yf1Y9K03kKsI3yqcU5zslJWWa/AM0V7TsPGuZjKyUhk5ar6TQF7avC6tjDGElkksnJZYroYAseAYew9l4B+bTVZEmEFvty0XmOUjMe03vmcU3tZr/731ogfyZxcViuA9T0bns3fZ9IiTsk4G1KxoHozTs3No5ykeHbiwz7OdP9lRYPAsfi7t23D7Rf3mo/roz98BR/971fM32mssKQXoGW9FArFI2TnvjXsB8Mw2N7d4Dov87nTU0jmZLzQrwsXskPvxTkFgPZYAM986jq874o18952c6cuFtujAVfHgIx/+OjrN+Jrt+12PcYGowT1udP6473/4EjBbY6PJcCxjC1MaanCMAw2dkTLLuudSOTw2fsOIysp5uvqDFY6M5VekqXOFApQup/vghUxm3MqKioGpzNQNaDfpcTddlzLQpcIAK+LLlLWO+3oOXUGhYT9PALziADW8hk5MF1Zz6mkaGbporPPlSyiaVlvIdayx6rLesvpOWXZok42Z5wPaVFBog7OqabprR4Rf/XilGEY+HkWWZeyXqsIKnfOKVcirdetTNYpTgt7TvPHIQKrJWy/hgen03httHSCr1WcPnVy0vw7OY9iQR6SokFRNfNnIY+vMxkHlZPVgv7RYoR8unN6z7P9ODQ8B55l8O5LVpkmQiInYTyRNasnAH36QqWQDbBynfClxPJ9ZhTKAjJpBOi0RvUP2h0rG3BiPFmwMCPhQkfOxpHMyXjZmA+6vbvB833FAt7KQda3R8Ay+fAjJ3//tu348HXr8ZHr1xddDJIeTEXVwLEMHj06XrC4Oj6WwOqW0LJxBDd2RHBiLKEPhs/JGI9n5/2dn+0fwvee6cdLAzPmWI2Xz8zYvsAHpqk4pSxdRFmBv8hi6IIVDZhKibZy2KmU/plIXM1iWGeDEnHqNYUyIHAI+7h8Wa/hnDp7sd54QQdu3VN6dBMJc/FxbBXOaX7GIXFOowEBjRb3igYiFZK2idMqynrLDETy8cXLeonzlqyRc0oEHs8yZsuLpGjY2dNY6tfKOD7n6pxaE2ErLet19pwC7uexs6y3wDm1XNfk787S/H/45Wv4+I8PlHxcouz+niVyeedUf4yKKU49tpyawjcnKWWk9erO6V/93B7sRCpBklkZOUnFTFo/tz9781b82x0XentALpD30Wv7w1KEilMKpQaQD9aWsB409Ds7VyAa4PG2f3saT52YxHu/+zyOnI2bvYz/88owdn7uV7j7mX6sbAoW7R+thoDAYVt3g+l+OnnXJb342A2bSvZh9TQFzQ/naze1IyMpBbHvx8eSZknvcmDrigbMpCXcs28AF3zmYVz35cfN/qNikN3bk+NJnDXEqXWxnsrJmEjklmQfLoUClHal1hguwHgiH2xCPhPnG8uSszmn+qLSa1ovoCfzmoFIxDl1bLa9ZccKfOKNm0seZ9ZYOO7qbcRIPFtR+a2saOZGHykTDggs2iL5tHQqTgtJ1ayst7xAJJ4tXtZLPvPTYm3EqWAZy2KtlLpkTUuxXykLP89iNJ7Ftx4/hX9/og+apkFUVAQEzhSJlY6SsTun7v2twPzOKedI6wWAFuPamDQ2s+JZ2UxvLkax94z0LhOXOyup5s+cM4iLHtt4XjlZ9ezEh3y8rWz4sWMTAPKbbcmcjJysmqOlIgGhqnJuc84pLeulUCilIC4B6YHa0BHFf7//UsxmJLzv7hfw2LEJ/O43n8F+o9RzMilCUTX0T6VxsZHsWA/u+cNL8JmbL6j493mONctPbtvbAwB4sT/fQ5aVFPRPpZaVON1huNhffOg1APoXy9ESZUY5WTHLtE9NJDE6lzFLnJ88oYtW0sO6mopTyhKllCvltnD37pyqZoJluWW9gF4W6BwlU0mKJRHRu3oaoWnewpycyKpmCgAiToMCZ474AmhZrxu2QKRqnFNZnbe32IrAsZBVzaxwyckK7n3+DFRVQ8ZwIRNZGfGsZG6cVAq5dgICi85YABzLIBbgzfabavELLB4+PIYvPPQa/u7Bo2YasI9nzRLzcudikk0em3NaZGwNAAw7xanjvRAsm05kE4GMfPpf330Bt9+1DzlJmXf2bLH/J6476YdP5WSzD5VUVcyH2XNKApG89Jw6Sob/95u3ALA4pzkZOVkxBWy1IVimc1rGJt5SY/k+MwplAZkwHAPrImRzZww3bO2AKKt4z2WrzNAH4mSSoIJL6ihOG4JCQTBHuZDS3kvWNqO3OYTvPdOP7zx1Gqqq4eR4EpoGbKrRF+xiYHOXnj6aFhVcu6kNAPBqieTlF07PICvpqYgnx5MYmcviqvWtWN0SwiNHxgAADx8eA8cyuHxdbXbJKZSFplQ4iHXhTkQZcU5JKZsVVdXwhQeP4sxUGqKsImIsnvOBSN4X0dGAgKSxKLUGIpXLtZv1a51stM26PO5iTCRyeP0/PY5TE0nTzQgK+nMJCBzaokvbOZ1I5PBHd78wrwteKWlRQdTPg2F056wSNE3T02/L2JgggpE47l955AQ+9bND+NWRMVOcTqfE2gQi8XnnlOdY9DaHcOnalqrG01hxOnEv9s+Y1yzptyyn5Bko3nMKFG6yqKpmltU6b+s8HpAvSW2xrJme7ZtC1uj1LAV5v5xFX0SIkjapw2fjpivv1TkVTedUF8lenVPC127bhfcY0w4ixjmTyMq216taccqfB2W91V1tFAoFgB520RrxFfRdfuyGTRA4Fp+4cTOOjibw/OlpvPeK1fjZ/mF89uYLcPez/bhha+e5edAeedvuFYj4eUQDAnasbMD9B0fw+fuPYCKZM4X2cnJO/TyHzZ0xHBqew617VuLg0BwOuYRbaZqG0XgWdz3Zh+awD5eubcbjxyaQEhV0NQbxhq0duPuZASSyEh44dBZXrG9FU7jyhD4K5VxSqsQtZlm4NwQFpEUFk4Y4nXVxTieSOXzriT50xAIQFRXRAI9ELi8AynE+owEeY0ZfeLFAJC985uYL8JHrNuDkRNJ43N6F2MnxJE6OJ8Ew+XFUVufUKk7FJZjWe3BoFr8+Oo7jYwnsXV37zdSk5b2vtOeUCJbyApH080RWVfjA4owRhCWrqlnWS0rVq3ZOLWW9APDt91xUteC1QgTPxo4Izs5m8eLAtHnNhoTyUrAJvOMxA/nkXucmC+nRDfk4pEV9fquzZcit5zTs2DzXndPSQpKI15DAISUqEDgGkpIXxxf2NsHHsXh5MF/lVay3uPDYhosuqWWl9RKaLAFUfp6DwDFmWS+h2nwO33kQiETFKYVSAwanM+h2GQezsSOKf32X3vj+jXdfiLuf6cc79vTg3ZesAgD84zt2LujjrITrNnfgus0dAIA7r16H5rAP8YyEbzx2Cjde0Imwj8PqZRb0s31lAw4Nz+GytS3Y1q3/3cn9B0fw4XtfBgB88qbNUDUNDx4aBQB0NQSwd3Uz/v3J0/jEjw9icDqDP712/YI+BwqllpQSp9aFe0NQwMhc1gyJm0kVig1zHqpRwhcNCMBcFn6ew51Xr8Xrt7R7flwRP2+GnpiBSBWUuwkci/ZYwCwRdhPVxUiL+dAVZ1lvwOco612Cc07JwtrrAr9c0qKMkD/vMlUCeV3LGiVjvFeSrAE+IGn0OgYFriBnoHbOqf7nujb3LIhKIeK0IxZAZ0Mw75zyeee0VnNOAZhzRAnk9WqJ+JCezri6g9YeSVLi6xSwOVk1+z6LYYpTP4+UqKA9GsDwbMZ0TqMBHltXxPDyQD4xX/bac6rYe04Fj3NOCc6xfRE/rwci1dI5ZekoGYoHRuYy80ZfU5Y3QzNp9MwzDqYl4sef37Cp7NKaxcT2lQ34/C3b8IdXrgUA/PLwKC5c1VRRj9di5oOvW4d/fddutET82GkkL5P5pYQnjuuhB++6pBd/cNkqbLXMdl3ZFMSFvY24emMbfnl4FGtbw7hlV+m0UAplMVOq5zQgsObCk/TdEzfTTeQRIZER9VmCZOHv41l86k1bsGeVd3cuGhBMQSNV4ZwSSLLubBklrNZRKPlAJKOsl2ftZb3SUhSnuvDw2rdXLqmcgrCfRyTAmwKjXMiGRzmBSOQ8kYznRXpfRVk1y3oJtZpzOt9Io0ohblxrxI/dPY04NpZAIivr4tRHxGllc0699JyS14tsxLi5g9ZNI7eS1GiA1+eLeuw5JY5lq3F9kevQx7O4sLcJB4fz4lQpu+dUd3DLdk6d4jTAYzYj2cqK/VU6p0QwV/M5t9hZXivKc8Rnfn4Yt9+1b946ecryRFU1DM9msNLFOV2ubF0RM+Pa96xqOsePpvb0NIfwlh36jLJ3X7oKjUEBf/qD/VAtXzAv9E/jDVs78Pdv246Qj8frNrbhxx+4DF9/14W4sLcJDMPgr9+yBdu7G/Cld+xcNqN2KOcnpZJQGYYxF+8kmZaI0/FEDl96+DXMpET84LkzSGQl87syIznEaQWbXJGA7pyqqlZ0lEw5NAb1xWU5Zb1pi8tGFoxmWa/PUda7BNcJWUNQe3WfyiWVkxH2cQj7eaTEysQpEUvlLPxN59R4T4gwzkgKsg5xan0PK8Hac1oPyPFbIz60RnzQNH20io9jzY2Scq8v3sU59ZnitIhzakwscAum4ixiyuri3nrhSgD6+5Dz0HMqGptQ5LUknzlkc8HPc9jd22iet0BlzqnXUTLWntOmkL38O+IXMJ3K2X7mHLFTLvm03uUr4WhZb5VomoYX+qcxk5bwXN80rtzQeq4fEmWBGU/kICmaLR5+ucOxDC5d24yHD4/VpQdpMdERC+BPr1uPz/3iCMYTOYT9HH7w3Bn0T6XN8mxAX6A7X4v17VH84sNXLvRDplBqznxjFcJ+HjNpyVzEk7WgrGr4+m9PoX8qjQcOjoBhgAtW6FUGaVF3SWJBAUGBs80D9Qrpd02KsumcVjNiIejj4OfZssp6Uy7OKQmiC/CcmUgK1C6t98jZOFRNw7YyZmRXCpmfqdSprDclKmgK+8CxjM2FLodKnFPyHs1lJHQ1BM37zkgKMpKC3b2NuG1vD1Y2hXDZ2urC7DiWAccyVQuTYpCS69aI3wziAXSRSJw9LyWqVnqbQ7hhawcuslQyFBslk3dO9XPdzSEWbKNk8n//8u/tRHdjAP/8m5NgGT3VlsxWd4OU/RI3knzmJHIyGEYXb7t77fNjPfeckkAkSdVnO3uccwroIj7o2HwI+biC1oZqxsgA+ZJoWtZLcUVWVJwYT5pphA++OnKOHxHlXDBoDJ7uaT5/nFMAeNP2LrRG/NhVoyHii5le470djWfxP6+cxReMMTN765i0TKEsJuYbq0BcjMaQz3XRRBajI3NZU0hkDec0KHD4xYevsG32eMU66J4sVqtNsWwMCWU5p9a5jAWjZHwcuhqCYBm9H61Wab1//+BRfP7+IzU51nyYPad1K+s1nFMfbxP65WCK0zIEGPnuIuPRiGubEeMFCFAAACAASURBVBVkRAURP4937u3FFetbS84D94qPY6su6SwGCZJqjfjN0TEA4OdYBH2VBSIFBA53/cFF6LVkSuR7Th1lvZaeU6CIc2r5XHB+RpDXhVQhlHJPyf+RP4k4TWZlM4ipuzGIdovb7d051W+XNcp6vZTOEue0OewrOE+CAleQcl31KBl++QciLd9ntgB84icHccNXngAAbOmK4dGjY+a8LMr5w5AhTs8n5xQAbtnVjRc//XqE/cu/AKMjFgAAjM5lMGGUK/71W7Zi58r6uxYUyrlGgx72U2rhTxZcfp61pfcS4sYCbWwua5a2pkXZ7GVd3x6taOwVCWNKZGXISuWBSFYagz7MZsoPRNLv217W6xdYNId9+NmfXIF37u2Bomqex1qUIp6VCkpP60W9y3rJHNGQn7MJ/XLIVSBOe5tD6IwFsK9vCkDeAc9KCjKSWvMSXIFj6tZzSvquW6N+c8MGgDHntLKeUzeI8+vcZElL9rJet+dJrkuBYwpEnPO1LlX+nhenduc0mZNNV5Jh7O5p2T2nklqyz94KcU4bQ4Vp/EEfVzDruVaBSMt5lAwVpxUyOJ3Gz18ZNv/9rot7MBbPYXA6U+K3KMsNTdPw66Pj4Fl9p46yPOlqIOI0i+m0iKaQgPdduaYmu+kUymKHbLp6Eac+njX70a2Xx1hc77sajWctab16Mmc1DgApYUzmpJoEIgG6c+qczzqdEvGFh46aAtiKtU+SMxaOxK0iZX67ehoRM4R0LUp7Uzm5ZiXC80H6OWshqp3Iioq5jITmsA+RKnpOK0nrZRgGl6xtxr6+aaRy+bLwjKQgI8rmBkOt2NwZw8aO2qb0Esh82NaIz1bWq6f16v+uVhTpxygySsaDc8qX6JV0lsOWSuwlPafkPSc9p2SEDWF3bz4Po9ye07SkV2L4uPnPgQDPgWGA5nBhWwIZrWO7fbWjZIznWE37wmKHitMK+f5zA2AYBt+8Yw/uft/FZnnfiwPT5/iRURaS+w6cxQMHR/CR6zfQwJtlTHPYBx/HYjSew3RKLIiLp1CWM6QgqFRZL1m0+ri8ON1kmX88ntArDkbnsvnSOaPntJoEcxKmFM/KNQlEAnRxOucQp5+97zC+9XgffntsouD29rJe+/zGoEvSaVZScPO/PIUHD1XeCpQRlQULYTSd0zr0nM5lJGiaHiQT9lde1ktSkMsVYJeubcFkMofn+/Nrt4yop/U6BVO1/OgDl+HO162r6TEJpKy3LeK3VTPpgUiVjZJxw5nW+9SJScykRFOAEaHo5pySUl43x8/Zi1tq1ik572VHWS9g35y49cKVuG1vj3Fbb+cu2fAhTjQpoS0FyzIICZxtxinB7Ryq3jklr+PylXDL95nVmUNDc9ixsgE3buvE6za2YWN7FNEAj319U647q5Tlh6ZpePzYBNqifjrDcpnDMAzaY36MzmUwlRTN0iUK5XyAlKWVdE6FvHMaM8Tp9u4GvPq5N6I96sdkUj+G1TlNGSFGlaT0EqKWntNaBCIB7mW9pG/M7aGWDESyLE7J65fMyTg0PIfXRiofQZcSlZIL+FpSz1EyxKFuMpxTSdEKxpR4gbho5S78LzGMhQcO5jcKdOdUWVIbzmuNuanNYZ95TQCAj+fMjZJaiBmyCZWVVGQlBe/57vP4wfNnzECklkjxtF5yXbqJZOdrTQToSwPT+NELg/b/k+1lvdbeUuv73xb141Nv2gKgfOeUJDd7/Wxa3xHFFss4OYKzVYFjmarfB/L6CcvYOV3+zWJ1Yjol2gJwWJbBnlVN+NGLQ3h1OI4H/+yqc/joKPXm20/24T+fHUBQ4LC1KwZ2GX9IUHS6GgIYjWcxnRJrPkCdQlnMjMxl0QVvZb2CxTkN+ThE/Dwifh7jCb2sdy4jmS5P3PizGueUlDAmrIFI1YrTcGEgkjmqxMURso+S0Z9L2FHWq/9uXpwCgFRFmWxGVGpedlqMfCBSbcXwI0fGMJXUz4vmsA/TKX1DIJVT8IPnzqAhKODtxpiR+cin9Zb3mqxpDaM96sfDr46aP8tKCrKSWlEP9LniP993MU6MJ8BzrN055Vlctq4NQ7MZdBnZCdVAXpOspCCe1ed3zqZF89wuldZrOqcu16fTOf3tsXFwLIP9A7N44sQEfs9wQAFdQLIMcPPOFbj3+TPmbFWg8Pok9+W155QIXnKue93s+PmHrnD9ufMarUVptVnWu4ydUypOK2QqJRaklH7k+g147NgEjozEoWka7UdbxvzmtXGcmdaDkK7Z3HaOHw1lIeiIBfDq8BwSWRl719CyXsr5R6mFFVkUKqqWF6fGItkZmkYSzmeNEQvVLNhIIFIyJ5lVS9WOWGgM6qm6GVExF+OlAneSLs7pqpYQPv3mLbjhgg7z/3xOcVphz6ik6GEtC1fWW5+e0z/+zxfNvzeFfOZ5ksrJ+Nwv9CTissVpmeeS3nfagl8cOIuNHRGomv7+iIpa87LeetIW9ZvlrSGf3gNJQsy6G4P41E1banI/Pp4FzzJI5WSz9DWZkxE1NmhiQQE8y7g6pwzDgGcZd+fUISrveXYAaVHBzp6GgmRgMn/0b265AH954yabsHXeL7kevW6sOIOYyOdLpTjPoVq48eacUxqIVBqGYb7DMMw4wzCvWn7WzDDMIwzDnDD+bCp1jKWEpmmYcek7u7C3CX9x4yYAsA3/pSwvFFXDgcFZ899bXUo5KMuProYAzs5lMZMW0UJ7TinnIaV7TvO9aEScknJCkmZJOGMEByYMkUbKgCshJOgL8URWhqRqrkmg5UKu70nD1QPyPY1uAs2a1ksWjgzD4I+uWmtL8DSdU2NRX6kTSZzahQtEql/PKYGU9QKoKBSJONuVuPBkhumHr9uAsI8zZ9wuJXFqhWEYRAznvpqS+WKQkB8iThNZGRlJgcDpwrM96i/a+qKXtbo4pw6HkRwzIyrIOs7zlCgj7OPBcywaQ/r4FvI8nRtdRAiXO+eUUMnsZStBn31jrhbO6U3buvC/37TFDFhbjtTqrP0egBsdP/skgEc1TdsA4FHj38uCeEaGrGquoSiNQf1nzrlGlOXD8bEEUpYyrs2dVJyeD3Q1BCHKKlQNNBCJcl7ipec0J6umOCULs4jDOSVVJ4RmlyARr7Asg4ifN0fJVDtGBgA6jHTuMWNsFJB3VNwWudZApFL3T9xlIsordT6JGF64ntPazzl1Cutmi3NKynsrOV4l4vTtF3bjm3fswZu3dyEgcOb9OwXTUoK8lm4OZrWEfDwyomKW5ydzsl5lYIj5H3/wcnzwGvfgJ4Fj3ct6eac4lZAWdYEqyqptTGM6pyDk2PAim0LOsl5yV+X2nBLcQo7KoR5lvT3NIfzx1WurPs5ipiZnraZpTwBwxtTeAuBu4+93A3hrLe5rMTCV0ndTSWS2FfKlTMXp8uXlM7pr+uYdXYgGeKxtC5/jR0RZCHZayvipOKWcj5Ra+G/t0mf+djUEXZxTfaFM5p/OOMRHk8sIhnKI+nkkjVEgtSh16yRzjS3itFQokH2UTPH79zmc08rFqVLV75cLKeutZc9pxrLB6+dZBH354J4zU+liv1aUSgORAL3U8sZtnWBZxphLqa/flqpzCuR7sf11ck5TYr6sN0XEqfH+dTcGi84/54qV9TpEdErU+37JuW4dXUOcUyuCZZSVFVJKXKrndGgmjdWffABPnZgs2PCpVpxazyGOZVx71imF1LPntEPTtBEA0DRthGGYdrcbMQzzfgDvB4De3t46PpzaQXbVml3KFsiX8my6/J0/ytLgxf5ptIR9+PI7dmI6JdYknp2y+Nne3WD+nab1Us5HSpUI3n5xDzZ1RrFnVRMeMkakBB3itDXqRzwrF2zeVrsAjAYEJLISAoK7K1Mupjids4jTEuNU0i6jZNwgC2eS7ltpmSy5P1nVoKpa3QP5iDBQaujUpqW8oCebfeQ86a9EnFbhnFoJWpzThQqcqgfktaz29XAj5OdszikpwfUi5vliZb1Ffpe8FzlZNW+TdgkDE4qU9QK6KCy1sfKK0ab1/X0DUDSHOK1y48waqtUYFApEOMWdc/4qaZp2l6ZpF2madlFb29IIlpkyLha3vjNSn06d0+WJpml4tm8Kl65tQUDgsKIxeK4fEmWBsH7JV/uFRaEsRUotdBlGT6wHYHFO7WW9JFWTpPQSqhWnkYDunCqqVpMEy1iQR0BgbWW9xRJrRVm1hahwJct69f8jZb3O8BWvWHtcpTqMd3FCAmmqSRd2Yi2FJu8/OU8GplKejyMr+kgTM7CqyvffKrCWsnMarac4FXhbz2kyZ4hT3/x+F88xrqXvxV5rUmVhDUVK5eQCZzbfc1p4HIFjS24EEaFLSoitOFsSysX6vJrCPuqceqSe4nSMYZguADD+HK/jfS0oeee0eFnvLBWny5Iz02mMzGVx6bqWc/1QKOeAi4zFN3VOKecjXhe6O3oaceuFK02xSkRqQ1CAwDGwmhMMU10gEgBEA3rPqaRoNZn9xzAMOmIBjMYtgUhFynrTjvAeL86pGYhUqXNqKYldiL5T0zmtoRC2lvWSzb6wKU69O6d3/Mdz2PxXv6yZOLX2mdajX3OhICFk9RCnQR+HtCgjnnH2nM5/XzzLul4jxZzTlEtZb1osdGnNnlOXx8CxTMmkadLvmhGVglL5asPVrA7vn79hY9FeXIqdepb13gfgPQC+aPz58zre14JSUpwazmmcitNlybOnpgDk0/0o5xfffs9F+O2xcXQ2VD8vjkJZanjt54v4eXz593aa/yYL5YifR0DgICl5QdcYFKoe/RLx8zgzldYDkWrUZtERC2DMUtYrmgLNvsgli+egwCEjKaV7TjkySkZfH1QaMGTtcZVkFajzXlmuDj2n1udAnFOykLc6p/ON5dvXp8ediLIKgWOqLnG2ih7r/MylRsSvr0XrldZ7dlZBnDinWRlpUfY0F5Zj3Z3T+T5byOYQYPScOhzNUmW9PMuUvNbIaZ2WZARRW2fT+prctK2Tjpj0SK1GydwL4FkAmxiGGWIY5g+hi9I3MAxzAsAbjH8vC6aSIsI+znWnJ+LjwTK0rHe5cmBoDo0hAetoCNJ5SWPIh7ft9jZ3j0JZbvi4yhZuYXPeKVfgeFRb0gvoPadxY5RMrWb/dcYCtkAksoB1OpVpo0SXbFaXyiDwG889aZb11sI5XYCy3jr0nBLndG1rGFdtaAWgCwueZWxp+DmP43ISWakmJZPWnsCeplDVxztXROronIZ89rJeWdUwm5EQFDyW9bpcoyzLlHysWUnFb14bwyd/ehCZkj2nhecAz5V2TklpfEZUICqaucFUi1Zu8nnn41kqTMugJs6ppmm3F/mv62tx/MXGdCqHZpekXkC/wGJBAbNpKk6XIyNzGaxsCtIPGQqFct7AGZ93lS508+KUL3BXmmqQfB0N8EjmJGOUTI3EaUMAo4ezBc6d7BCDRGi2RHwYns2UvP+8c6qYxyIjMsr5TiGCGKi8b7Uc6pHWS5zTb/7+HmzsiALQX4Own7dt7mclxWYEHB9LIC0q2GVJTwf08KpaCDEiJppCgicncLFS10Ako6w3Yekdn4jncMGKhhK/pcMXSesFgADPFp3dm5MVvO97LwLQNzEKek6LpPXq98mWLH8ns00zogI/zyEa4DGblhDy0EM7H+QY9UhNXs7QV6sCRuNZtJUo92gMCtQ5XaaMzGbR1UBDkCgUyvkDmSlYafktcXEiPt7FOa0+XCzq55GVVGSl2sw5BfSyXlFWMZOWbDMWnQKNuEdkTeBllAxZ1MuKhmv+8TF8/7kzZT22tOTec5oRFczVYWO8VnNO//b+I3ihXy/DJe7vfHMgM5bnCgB//fNX8fEfHyg49onxZE3OJSKE26JLt6QXsIySqUMAjy5O884poId8eek5vXRti9mL7qTUZgBJywb089F53vjmSest5ZySazot6T2nJASpFpsT5BhLuX/5XFDPntNliaZpODaawI3bOovepoGK02XLyFwGl65tPtcPg0KhUBaM3uYQvvq+iytesJNAJDfntLEGZb1kIT6bFksGEpVDb7Ne0jkwlULIFzN/7nROyXd9h9GHXqqsl5SMkkCknKJiYCqNgUnv6bSAfXSNpKjIiAoUTcP/+eVrODQ8h//7J1eUdbxSyIpqLt5LLfDnYzol4ttPnUZOVrF3dbPp/jrdqZ7mEMYTOTSG9Aq0rEWUqKqGw8Nx5BTVHKHDMnrJ9ZnpNK5c31rx4yOQ87M9urRzBd66qxshgTNDOmtJ0MchJ6uYzUhgGJgBZ16cxs/fsq3o/xULRQJ0QWoVmQVlvbwRiFSk51RSVJyZSqO3pbBUm5TGp0W7OA3XQpwaz4mm9JYHlfJF+Pcn+nDfgbMFPx9P5DCTlrC5M+byWzqxoEDTepchqZyMeFZGJ3VOKRTKeQTLMLh6Y+Wj3kgJXsSfd07JqAu3YMFyIYvJiUTO7OusljWteq7A6cmUOZcUKHROyXd9hyFm5gtEYpn8KJ10hSNlrD2noqzi6i/9Fts+8zDG4llMJHIlfrN8rD2f1SQDnxxPAgDOzmYA5N1fp8j47v/ai6f+8lp88e3bAdhTfQdn0kjkZIiyiomk/jytoz46YtULSlLCvtSd0xWNQbz3ijV1OTbZbJpI2KsIS4lLLwR4rujmUk5WbO+1UwibPacuj4HnGOzrm8LVX/ot+iaSBf9PzmtRViEp+TJ+L6Nx5sNn9FF7DZOj6NBXywVV1fDPj57At5/sM3+maRq+8NBR/PF/6jXvmzujRX+/MeSjab3LhFcGZ/GgMVB+ZE7/Ul3RuLR3VCkUCmUhWdMaxuXrWnDhqiZTnJLxMY21KOsN6Mc4O5dFa5E8iHLpbQ6BYxlDnOYFEhGnoqzinmf7MZ3U0/s7YvoivZRzyzAMAgKHeEYXpURkFuuzK4ZtzqmimoI0J6sVj6cphlWcVuOcEnE6TMRpTgHLFDpdsYCAlU0hUxhYy3qPnI2bfx+c1sfNkPceADobqheUZI59+xIXp/WEuMuTSRFdllnva1qrC5AKCGzRuaJZSbX9H0kAJ5RK6+VYFpPGdWoNOSNYQ8VERUVvs/6c3nv5qjKfgTtBH1eX3t/lDC3rdaF/KoVETsbRkThyst4g/ZOXhvCtx/NitZRz2hgUzHEzlKXNl391DM+fnsZVG1oxYowV6KzB7iyFQqGcSxiGuRHA1wBwAL6taVrdEvXDfh4/+ONLAeTnSHY1BPDmHV144wXFW2S8Eg3klzK1Gv/h41n0NAXRN5myjT0hAu2/nhvA535xBALHIChwptjm5ul5DQqcKYDIcb0m0hKKzTnVnZ/aBiRlLeKwfyqF3Z//Ff7vn1yB1a3lJdZbndM//+EreO70NMI+vmgQFNnEsN7/Yas4nUnjotXNNue1Ft/NPUY598VraPtOMayveXdjAAcG9b9fsqa6EXt+gUMkwGPGpW96Pue0VM+pNaTM2idLsJbqZ0UFnbEA+r/45vKfQBGCAked0zKh4tSFQ8NzAPQP/ddGEuhtDuFv7j+CnT2NODA4CyA/z9SNnuYg5jIS5tJSydtRFheyokJDfgdOVTUcGJxFTlbx8OExqMaiZEUjLeulUChLF4ZhOABfhz7mbQjACwzD3Kdp2pF637fZgyWw+P/ftKUmx6yHOAV0x/f0hL2sl4g/IlIlRUNLWDD7SefrebWWPpLjVuOcWv+eq4M4tQrnU+NJxLMyBqbT5YtTo5wynpXxs5eHAZR2J8l5Yi3rPTamr8fOTKcxOK07sFY3txZlvTfv6MKWzig2dBSvjjvfsQrDFZY2p1Uu/ZzlEBT0UVNuAUY5WTV7y4F8aTGBXHeu4tRyTSZdxKl1pFMiJ5fsG6+EkI+jPadlQsWpC4eG5swm+4NDs/j5K2eRzMn4h1u347m+6Xnj1Ne2RgAApyaTuLDXPZWMsvj4i58cRDwr49vvuQiAvktMhkx/9+nTZtx9Lb4AKRQK5RxyMYCTmqb1AQDDMP8N4BYACyZOa7kAtDoqtRWnEezrmzbHxQAwy2at81kbQwICxuJzvrRg6xxN4npW4pzyLANZ1XB2Nl+mmJOVmo57Ice03i9QGArlhZNjCQQFzlam6xwHYiXo018n6+0TWQmdsQCykmKW9Vr7dTsbqv9uZhiGCtN5sDqnOywjfaodsfem7Z2YSon450dPFIpTSTXdUaAwSbfknFOLc2q9lgnO81moscsZ9PE0rbdMqDg1+PaTffjlq6PobQ7hpTMz2NnTiDNTaTx1chJPn5zCW3d1Y3NnrGQ5L2FNm76j2DeRouJ0CXFiPGnrRzgwpLvk7796Le5+ph+Hz8axqiVEewcoFMpSpxvAoOXfQwAuWYg7JotKXw3FqbXvsFY9p4DeQ5eRFPRb0nSJ+LN+DzQEBTOIZb5xO27jKcoNRErlZDSGfJhM5jA4k84fpy5lvfnjyRa3uBxUVcPZuSyuXN+Kp05Omj93jhWyQhxmqzjNSiqiAR49hnuqPxaLOKUbxwuCTZx2N+D2i3txy64VVR/3nXt7AQDfeOyU7bwD9E0S63td0HPKlx4lQyDi9PhYAjd85Qk88tGrC66ZWn42AcAtu1YU7aWluENfLei7Jv/n4WPojAVwbDQBnmPwoWvX45XBWfzAmD/2e3t7PB+vtzkEnmVcU8Eoi5eZtIiJRA5pUUbIx+OlgRmEfBz+8sbN+JNr1qFvMoW1ZZYyUSgUyiLETUHZFAfDMO8H8H4A6O3trdkdE9FRS3fCVtZbwyAbMtP66EjC/BlxWawzPxuCAta1hbG7txFbu0pvYLsJMlFWXG5ZnERORnNYwGQyZ4o0QBdvkqJB07SqXSxCTip8bOXOOyXie21b2CZOS5VAk/MkZxOnCtqjfkQDPI6P6esrUhLNsQxaauiaU4pj3WDpbQ7hC0aycq1wE4f6uW0Rp8V6Tl0cSms1A0nK/v6+AQDAY8cmCjZbam1AfOB162p6vPMBKk4B9E+lIcoqPnL9Brx11wowDAOOZXD1hjb8bP8QWiN+XLzae3O8wLHobQ6hb6K82WWUc8us0YQ/MJVGNMDjJy8N4Q1bO8GxDBpDPlzYW7sdeQqFQjmHDAGw7riuBGCbnaZp2l0A7gKAiy66qGa1ombPaQ3dCT/PQuAYSIpmG21RLaSF48DQLFhGF0xu7mFjSEBjyOdpvqjbuI1SPaeaMUTSKjYTWdncKB2yiFPiCimqZuuzqwZScmydZ1luIjARFd2NQQQEFiEfj+mU6Bp8Qwi6OqcKAgIHnmPMoCTyPmztis3rWlNqg1UYsnV4zd1K/nOyYusNdY4g8vElynpdek4HpvTrpj3mx8yoPcC0VrOSKZVDxSmAY6P6rujmzih4y0XR2RDA1991IUI+vuwLcG1bGH2T1DldKoiyan6xD0yl8dixcQDAJ2/afC4fFoVCodSDFwBsYBhmDYBhALcBeNdC3HHQDA6qnThlGAYRv57yWcue03ZjPMyJ8SRaI37Iqma6hlYXpzHkfePSVZyWKMX9g+88j00dUXz6LVvNnyWzsjkf1uqcJgxXSFY11Cp/hQQuRf28mcFQbukwEZABgcN/v/8yjMWzuPOel0pONTDLekVLkqqkIihwYFnGLPsUFRV3Xr0WH3/jprIeE6VynMKw1gi8vt4O+zikRAUBgUVOVm0VBs5+5ZKBSC5lveS6yUkqZFUzN7f0Y9HWrXMNfQcAHBuNg2WA9e2Rgv+7fksHLltXfjz2lq4YTk2kcGYqPf+NKeec2Uz+S/LMdAovDszgyvVt6KbJvBQKZZmhaZoM4E8BPAzgKIAfaZp2eCHu2+w5rXHpXDQgIOzjXHs6K6Ul7APL6E5kZ0MAvCVF1OoeNgS9p/K7l/UWF3uHhudwYjy/0S0rKjKSgiZDnFrdR7K4LreHtRRk9Aa5PwBlhy4RMStwLHb1NGLHygYA7uE0BI5l4ONZm3OakXShEhBY5CQFmqZBlFXDOafL2YWC9Hj/wWW1mQPqhLyX5JyLBQTkjJJ1AK7zccnvuH2u2HpOTedUr2xMizJEWd/02NwZtR2Lcu44r9+B9373edzzbD9eG01gdWvYdUezUu64dBU4lsG//vZEzY5JqR+zli/4Y6NJ9E0ksXXF/OFXFAqFshTRNO1BTdM2apq2TtO0v1uo+yXfs7UWpxE/j7Ya9psCAM+xphPbEdPFKVkgW93DcsRpwKUnrlhab1ZSMJuWTEd0Ni2a87abS7i15ZbdloIIyEbLcyw3rZeIb+JutUf1cmm318JKUOBsc06zkoKAj0NA4JC1JBNTMbGwBH0cXvr06/GZmy+oy/EFo0e0KeTTx8v49PdbUlQ0hQT8zs4VBT3VpdN68+fHVErElx5+DWR/JS0pkFUVAsfiotV6gCnpS6WcO87bst5UTsZjxybw2LEJdDcGsbOnoabH74gFcOuFK/HTl4bwhbfvoL0Qi5wZS3nRr46MQtWArV00Tp5CoVBqST1GyQBAW9QPRa19LkB7zI/xRM4MTFSK9Jx6pRzndCKRAwCznPbD975sOpnN4VLiVD9eTlaQFdWq5q0Tp6nBIobLTeslQp5sSHAsg3+5fbfpVBUjKHDmnFNV1ZCTVQR4DiyjbxIQ4UoT9BeeeoZPkbLeprAPQR+HAM8ZzqmKN23vwt+9rTCAyQxEmmfO6SuDs3hlcNb8d1ZUIMkaBI7FdZvb8f19Z2r9dCgVcN5e0UMzGfPvw7MZ3LC1s+b3sa07BlFRMWYZT0JZfKRFGWfn9PPh0rXN5pf/1q7ablhQKBTK+U69ynr/4dYd+NI7dtT0mADQYbh8pKyXCC2re1hKKDoJuI2SKSJOxxP62oE4p2PxLI6cjRfcp9OBJGW9X//NSdzy9ac8PzY3kjkZfp41e4WBytN6rRsSN+9cMe880YDAImv0GRJ3OejjzOdLvqupc7q8IO9nd2MAzWEf/AKrByLJatH3+qbtH1daCQAAIABJREFUnfjkTZtdN4rczKGffvAyhHwc0qLuyPIcg+s2d+Du912M912xprZPiFI25+0VPWgJEdjSFcPv7Kx+RpOTnqYQAHtgAWXx8cHv78dHf3gAAPAJS6jCyibab0qhUCi1hDiHvhonYnY2BMzRL7Wk3Ujs7YgFwHMM5jISvvLIcbMX8qvv3IVL1njPpQi4lB0WE6djccM5zegiLC0qptCzLsKd5cykrHdoJoP+qXRVs08TORnRAG8rjSy751SurPw2YHFOyesd4FmzNJyUX9ZyLBHl3CNwLHiWwV+8cTO+85698PNGIJKiFt3UWtkUwgdet851hBLvEKfRAI8Le5sQFDikJQWSqpnO6+s2ttW0xY9SGedtWe+QMbj687dcgMvWttQlDrunWReng9NpXLq2/FAlSv2RFRXPn542/721qwEfvm494hmpLucEhUKhnM/Uq+e0XnQYib2dsQA4lsWTJybx5IlJXL6uBT6OxVt3d5d1PLfAplwR8UiqrjKS7u5Y+y8bgoI53qU9GsDgdL4ajDibpF90MpmrWLgnszIift7mPpXb05p3Tsv7To0GeMxldAFKnrv19SPOaS3HElHOPT5O34BoCvvQFPbBz3NIizIkRXOdgTofvON3eptDYBhG72UVFUiyWrPRS5TacN5e0YMzGQQFDr9/6ap5S0sqpbsxCIbR74uyODk1kbKlAQZ9HD52wyZ87pZt5/BRUSgUyvKEiIulUorZ1aA7p12NAZu4SuXkiha0xXpOyTxTK+NGzymgC7G0mP+uigZ4c+5ou8M5FQ2nMmWMgRmP51ApyZyMSIC3PddjYwms/uQDePLEhKdjmD2nZb7nPc0hs/LMdE4FztzgSJjOKRUWywmBY2yl6n6eRVpUoKhaRZ8bTue006iGIGW9JBCJsng4b53Twek0VjYFXUsAaoWPZ9EVC9iGZFMWFweHZue/EYVCoVBqQswYQxHxL43lx807VyAgcFjbGra5hylRKVj0eqFYQq2kaPA5RJY1r2IuI9k2UiP+EmW9pnOq394qcsuFOKfW5/pS/wwA4CcvDeGqDW3zHsMcJVOmW76mJYyf7R9GRlRM59Saxkp7TpcnPMfa3ueAwJkbLZVsRDh7TsmImqCPR9o4r+g5tLhYdu/GyFzGdQfSyeBMxiy7rScrm0MYnKHidLHy6vAcwnUeKE2hUCgUnbaoH//1R5fgLTtqn/NQD0I+Hrfs6gbDMOaIC0B3TispTS7Wz5aTlYKfWR3PyWQO1qVNJJAX907nlKTpJg1nkQQrVUIiJyPiF8BZnnvIrz8HUnI7H5U6p2vawgCA/qmUrayXCPy4cf9UWCwvWiN+tMfy57SfZ83U6IrKeh3ilISJBQUWWVGBrKhll5xT6svS2Lr0yFg8i6v+4bf46m275v3iG5pJY68x06ie9DSF8PTJybrfD6V8UjkZj742ju0rGxDxCwj7qUilUCiUenPF+tZz/RAqwlramszJCPvKX0KRsl6OZcyxNIB7KNJ4IovGkIDZtGRzURkGCFlEbmEgkn6sFHFOqyrrlRANRF1dYq/iVKwwEGl1iyFOJ1OIGXNWAzwL8qoljJ7apdK/TPHG/37zFtv14BfYqlxyt55TQN94Gk9kEQRHNzgWGctKnPZPpiCrGp7rmy4pTrOSgkRWLthtrAerW0L46f4sUjkZ4SVSxrTcIc76Fx96DcOzGXzpd3fisnU0sIpCoVAoxbGWB6ZFpaz5pgTinIYEzhRXQD40yMp0SsKa1jBePjNrJvcCQMTH2wL7nOKUOKcp4/jVlvVGA/ZApLQheuPlOqdllmSubtXFad9kypyJGvRxpqhPVOGmURYvET8PWE7poMCbCdGVbESQjZV3XdKLTR1R3La3Rz+u0XPKsyyCPnoOLSaWlVoaNXYWDw7PlbzdbFr/QG0O11+ckrClk+NJ7OxprPv9Uebntrv2gWH0Ycy/t6eHClMKhUKhzIvVXVFUzVbm6xUSCBX0OcSpwznVNA1zGRGXN7Xg5TOzGLc4p9aSXkBP67UiqXrAEunTm6hQnGqapgci+XnbOBpy3HhWLvar9sfjMufUCxE/j/aoH/2TKaxq0d2ugJAXp7Ss9/wgYqlqq+S9JhsrsYCA91y+2vx5UNDTeoMCV/PRVpTqWFZXNCldOXo2XnRuGABMp0QAQHO4/F3PctnYEQEAHB9L1P2+KN547vQ09vVNIyupuGX30uh7olAoFMq5xRmsUk1ar7OSyrlm0cfHaOhp1kfAWMt6nWFSziowWdGQkRSQquGJCntOc7IKSdEQCfC2nlOSGuy9rLcycQroJZiDM2lkJf0YQVtaLy3rPR+wXiuV9IYS59TvOE9CPn3Oqaxotjm+lHPPsnRORUXFNx8/hZVNQSiqhhsu6ERDMC9EZ9K6OG0K+er+mFa1hOHjWSpOFwnWL9PWiK+s4ekUCoVCOX9xLowrEVskzCfkCOLLOcQpqfDqbgyBYWAv63U4pyR9lCApqjnjFCi/rFfTNGSl/DGifh4Zyxgb4lyWMgGcjweo7PVqDAk4O5s1k4r9AgveLOslzil1vZYzVnFazZxTZxgZKeuVFLXsJGlKfVk24vTlMzMYmcsgGuCRysn4p0eOm/83nsjhQ9euN/+dd07rL045lsH6tgiOjyXrfl8Ud7779GmE/TzesWclho2Zs6tbQnjv5asLdsIpFAqFQnGDc7grzqAVL5AFsjNMydlzmm8/EhDx8xgz3M/e5hA2OWazCxwLnmXMvjxJUc0wpI6Y31zzeOXBQ6P40A/245t37AGgi+GpIseQFXXe10E0emArERaxgIDXsgnkSFqvwEFWaM/p+UTE5pxW3nPqdE6DAgdRVpGTVQh0LbioWBbi9NXhObzt354BAFy6thlffPsOsAwDRdPwvu+9gJfP2GdZms7pAohTQC/tff709ILcF8XOWDyLz/3iCABgZDaLzV36l/o/374bO1bSHmAKhUKheMO5gK2kT42U9YYc6fBOF3I2o69TGoI+xAKC2bb0zTv2YOuKWMFx/TwL2XA3ZUUzR290NQQxFs8hJyu22ZGleO70FADgwUMjAPSZqsVmuk6nRLTHAq7/R8jPOS3/9YoFBcQzkuncBgQOMmv0nBrOKS3rXd7YnNMK3mtiQviFwrJeQD+PaN/y4mJZvBvWZv+OWACrW8PobQlhTWsYu3sacWBo1jb7lOwi/r/27js8rrvMF/j3PdMlzYx6s2TLvcaxY6f3hBRKEkLbALvUXQhLv4QllOXmPjzhssDu3X1YdoGwPHAJJeECS4BAkoWYJCR24njtxHHsuMS9SVbXaDTtd/84RWekKdLMmRmV7+d5/FiaGf3OmZGOfnrnfX/vrzZQ+jWnAHB+Zy1ODkRZ2lsBv31Bn1zDAQ/+9MpZHDcyp511pd/jloiI5o5Ja04LWKdmdev1jm8pA0wu6zWb/YQDHoQDHqvEdmI5sMn+R7u9rLctrAeOQ1NsXgSMz48vndSbS9b43JOyxqbu4fwlw/Ei1pyG/G4MjSUQiSfh1gQel2ZlwIrZXoRmj+oiGyJZZb3uiWW9etA7FE0UtH6cSmdOXNETg1O79R1hdA+NWetRAaBvJIbaKk9BJTmFuG3DAnhdGn687WhZjkfjfvPCSaxpC+H2jQuw9/QQjvVGUO11FbQFABERzV8T/2YoZJ1aldeF91+xGDetbQUwXrI4KXNqlPXWVnnQUDNe5RWwBad/+NTVeOQTVwFAWlY0nlLWNjJtYb2h0lS3fbE72D0CQA+Qs63r7BnOXzIcT6YggqzZ11xCAQ+UAnqGxqzAXtMEXndxe1/S7FGTljktoiGSZ3JZr4k/QzPLnPhu2LvYTXx30Ny+Zdex8dLe3kgc9WVohmSqr/bi5nWt+MWO42mbblNppVIKu08M4srljVjdFkQklsTTB3vQUVcFEb5LRkREUzepIVIBwZaI4O/fsAYbjL9Nsgano+PBqX0fU3tTl6VNNVhp7P9p/8M7kUxZ2720104/cxqNjzc/agn5sLI1mLU/Q38kf3AaSyp4XFpB827Ir7+RfNYWnAKA361Z2WGuOZ3bqotcc2r+7E7MnNqrEFgaPrPM+O9GNJ7EA88dxdMHe9JKc+3O2Nqkv2F9W9p9q9tC8Hs0PHPwnHVb78hY2dabmi7sqsNgNIFzUyiBIWd0D48hlkyho74Ka9rCAIBXzgxjQV2gwmdGRESzjRNbyYx/rf7nV9DovBtLJtPu74/E4XVpCHhcaKoZD06zlfXam70kksoK3FqNsl5zfWYmyZTCif5R6/NoYvxcblnfDpcmWbOeUwl648lUwQFkKKC/PmcGo1anYyA9SGdgMbfVFLnmNGvm1HYtFZLVp9KZ8Vf0j7YdxWd+/iLecd827D2dec3mmcExrGoN4vBXXo/LlzWm3ef3uHD50kb8cd9ZK7jtHYmXZRsZu1ajtMZeXkylZa4v7agNYLmx3ywA3L5xQaVOiYiIZqmJWZtiSgHNLKyZGZyYOR0YjSNc5YGIoNEWnGY7ps/tgvn3dSyZylDWmz2I/M0LJ3Ht17dYW62Ze4pqAtx+gT5fTixpNoPNXEGvKZ5MFbzdi/n6dE/InNoDDW4lM7cVmznNupUMy3pnrBn/3Xho5wnrHQ0z2Jjo7GA0Z7e461Y341jvKA6c1bdz6RuJob66vGsOW43zOzXA4LRczHeCO+oC8HtcuGZlE966qQO3nN9e4TMjIqLZZmLmtKjg1GgwZO5ZOjk4jVn7s9vLerPxuTVrexo9czq+lQwwvidoJmcHxxBLpKx1qaPxJBprvNj6ueuxtl2vOpr43IN+N7wubUqZ01giVfBrFTJeg3MjsbRgwizRFJl8bjS3VNmz5A5uJRO2NUXlGxwzy4wOTl/tGcGu4wN4z2VdALJnHc8MjqElxy/v61Y1AwD+uPcsBqNxnBsZQ311/l/2TmoJ68c7w8xp2RzviwCAVcb7/fdehK+99fxKnhIREc1SE9eYFvMHrVkSbJb1TuzW2x+JWzsK2DOn2fg8GgJePXuaSKUwHE0Yzf/0KrFcGc5RY42p+X80rm870xwcf9N/Ytmj160h6HfnDHpNsWQRwal/PICwNzI0s2DeAtey0uyhaYJqowS3kJ+jjQtrcdPaFixtqkm7vb12fIkXM6czy4z+bvz02aNwaYL3XrEYmgBnbFlHpRS2HjqHRDKF7uGxSV167drCASxrrsGfD57DfU8cQjypJq1NLbXGah/cmuB0jszpc4d78bZvP2OV1lBxTvSNoq7KgyrvnNjOl4iIKmjidirFdPw3/xg219NlDE6NYKwxmH8ZktelwevW4HZpiCVTiMQSqPK5UW0ErLkynFFbUAoAY/FU2vpOYHJ20gxOc5ULm+JJVfC6UHPNKYC04MI8PzZDmh+qjOukkDeE2sIBfPuvNqeVBwP6NkWmcu3eQVMzY78bkVgCP3n2KG5a24IFtQE0BX1pWcftR/pwx3e24ifPHkUypazSlWwuX9qAZ189h+8++SresL4N6xaES/0U0miaoCXkzxqc7j8zhLd+6xk8+2ovdhztS7svlVL4/e7T7PQ7TSf6R9n8iIiIHDGxAVIh3Xqtr3XlLuvtj8QQDuhBadMUMqdVPjeqvC54NEEiqTCW0ANMEUHQ78m5lYyVOY2NB6mBCY2XMq23DQU8U8qcxhOFrzm1N8NZ2mwPTo1MGpshzQvmz4GTza9EBA1Gc1Qvy3pnlBl7VT+25wwGowm8+9IuAPqaTXtZ70sn9M2hf/DMEQDji/6zuWxZI6LxFOLJFD5148rSnHQeLSHfpNLkx/acwXVf34Kb/vkJ67b9Z9IbP209dA533v88fvviqbKc51xxvG8UHbVVlT4NIiKaAyZtJVNEtsWlCTYurMW69jA8LkEsOR6cplIKZ4fGrDfdp9LA8ePXL8e9t58Hj1tDIplCNJ601mUG/W4M5syc6se2l/dO3HbD2o7DlrHMN64pXkRZrz2jtbSp2vrY3NeVawXnh2pf4WW9uZjruZk5nVlm7Hdj94kBeN0aNi2qAwA0h/w4Ozi+Dcu+M3pzowNnh1Hjc+OyZQ05x7tkSQN8bg13XNSJxY3VOR9bKq3h9AB7x9E+fOj+5+F1a/jY9cvx/Bdeg5aQb1JXYvPzP+3rLuv5zma7Twzg1Z6RtC69REREhXKyrBcAfvm3l+OW89vhc7sQjSfxqQd34Vc7T6A3EkMipazlStoUMrQrWoK4sKsebk1DzMicmh1tQ/7cGc6JZb3ReHJSZ1NzzanZdMnr1hD0TS1zGkumHMl4LbOV9S5u1N947h3Jv88qzX7mz12pglOuOZ1ZZtRiPKWApw/0YOPCOuw5NYhVrUHrl39ryI9nX+21HvuKLbv4uvNa864rDAc8ePSTV+XNsJZSS8iPLfu6oZSCiOBP+7qRVAoPfPBSq2vYipag9dwSyRTcLg0HuvVA/In9419L2cUSKdz1s11oqPbir69YUunTISKiOWBils6pUsAqrwujsSQefvEUvG7NWls5sZdG/RT2Z/e4ZFLmNBTIvTY0OqkhUgr11ZkD8WqfG+dGYvC6NIQC7invc+rEH//2rsV33bQSixqqrYZSNLfV+NxwaeJ4Z2az6VcimcrzSCqnGXVVnxsZwzu+uw11VR70ReL4i82d1n0tIR8GRuNGFzkNr5wewmtWt+Bg9zDeZZT+5rOooTIZU9OSphpEYknsOTWIte1hHOoZQUddIK2d9cqWIH649Qh+tfMEPv7Tndhy1zU4YGSJu4fGsOv4ADZ01lbqKcx4X3tkL/acHMTe00O4712bEa4q75ZBREQ0N5l/GGsCpJRzpYBVXheGxxIYjScRS6RwdkivsLL30tj1xRvhmkIw7HYJEqnxNacAEPR7cKw3kvVrxtec6n+gRxNJ+DwT15wamVPb2r98a1lN8aRK2wamUPY35n1uF/7ykkVFj0mzQ7XPXZLmV83GNdYzPJbnkVROMyqPHTEW4/dF9F92a9pD1n3mO4jH+yI4ORDF0FgC16xswuN3XVP25kaFunV9OwIeF77/58MAgEPdw1jSmF52uqI1iLFECh//6U4AwK7j/TjQPYyb1ragrsqDz/7iRetdTkoXT6bwzccP4vF93bhtQztuWNNS6VMiIqI5wtybNGhsbzKxQVKhqrxunBvWy1NjyRTOGEuY7JnTcJUnrTlQ1nN0aYgbmVNzXaZe1jv1zOlYPDUpmNy8qB5feP1qXLKkHoAenIb8HozEknmzTnrmtPDXastd12DLXdcU/PU0+9X43SVZX7zYSFop9hudUWZUcDoylsBtG9pRZ2S7VrUGrfvWd9TCpQne+d1teGT3aQDpwetsEK7y4M2bFuBXu05iIBLHqz0jWNKUns193XltuNy2fnbPyUH0jsRwYVc9/veb1uPlU4P4r5fP4MXjA+zeO4E5+X7omqX42lu4nykRETnHzJya25s4lcmp8rrQbWRuYokkTg9EIZJexjpVHk0PTtMzp+483XqNjKm9IdKErWS8bg1/feWS8S65LrFKaofHcpf2xhLFlfV2NVajq0K9Qmhm+IvNnfi7m1c5Pu6bN3XgnlvW4G+u4hKwmWRGBaeJlMIFC+vwwAcvxW0b2nG+rXx1ZWsQD37wEpwZHMPXH92HoM+N9bMkY2r35gs6EEukcP+2I4jEklgy4Rdujc+N+99/MZ6++zrUVnnwx71nAQDLmmtw3apmeF0aHnjuGG7516fwu93s3mtn7g+7oqXG0XbjREREZqbUXIrjdmj9W5XPbZUVmmW9DdW+ggI6t8vcSmY8c+rzaBjLkd0cy9QQyZ25DNfcPsfrdlnBab51p7Fkilu+UFHO76wtSRm3SxO85/LFkxqAUWXNuN8WFyysw4qWIP7ljo2Tflg2LarH+o4wIrEkLl3aMCtbP5/fUYu2sB/f2nIQgL4OdSIRQXttAB11Aew/q683XdsehtetYVVbEE/u7wGgZ1VpnPnOcMjPdaZEROQst1HWawanTgVcVR4X+o3lTLFkCqcHomgNTz9rCujrYOMphWh8PHPq1iRnpZV9n1OlVMZuvfbxARgNkfTXYTBPx954MlWS9YJENDfNqN8W1V43VrUFcz7mtevaAABXrmgqxyk5TtMEN69rxZBRBrOsOftWJ511eqv09rDfKu+xr699xWiURDpzggwFGJwSEZGzzu8M45qVTVjVqi8p8mgOBae+8UBwLK6vOW0J+nN8RXZelyCeSGHMtubUrWlIphRUloV19nLeeFIhpTCprNdkZo+97vGy3lydgAEgnlDcj5SIpmxGdetd0lSdt4zlLZs6sOfUIF63rrVMZ+W8D129FC0hP1a1Bie1irfrrNeD0/M6xgPS82zB6YGzQ5O+Zj4zJ8gwg1MiInJYR10Vvv/ei/DNxw8AADxu57aSMcWSKZwbGcO6BYX11HBrGhKpFKK2fU7NwDCeVPBmOOfR2HhwamZRs2VOzYDc69KsKqV8e506tZUMEc0PMyo4nYqmoA/fePvGSp9GUZpDftx59dK8j+uo0/dktQekmxfVQQRY3RrCy6cHc5bfzDdW5pRlvUREVCJmiarbocxptW2f9lgihdFYMu/e7dm4XYJIXCGWSFmZU5dxntlKe6OJ8YZIY3mCUzNz6nFpCBhB9WieHQRiyRT7QBDRlPG3xQy22GiWtKGzzrpteUsQT3z6WnzomqVQCjjYzdJek9kQyeykSERE5LSJGcliBeyZ00R61nO6vC4NI8ayIZ97QuY0NbkpUjKlB7KAnkGNGp178645dWvWY8YS+beS4ZpTIpoq/raYwa5Y1ogf//XFaVvLAHq572pjbe7DL7Jjr2lwNA63Jo5s9k1ERJSJGWg5Vapqz5yOJVKIJVJZu+Xm43YJho3uuWbwaHYVTiQnZ07HEuNZz9F4EtGEmTnN/NzGu/VqVvA7lidzGk8qlvUS0ZSV/LeFiNwsIvtE5ICI3F3q480lIoLLljVCZPK7s0ubavCmjQvwb1sO4vkjvRU4u9JSSuHhF0+he2gMd//8BZwaGM37NYPROEIBT8bXi4iIyAlmiapTOwbYM6fm8pRCl+u4M2ROzfNMZMicmutNAX2/U7M5Urbg2G0LzK3gNEfmNJlSSKaUVQ5MRJRPSesfRcQF4JsAbgBwHMBzIvKQUmpPKY87H4gIvvTGdfjVrpN4fG83Ni2qr/QpOWrH0T787Y92WJ8vbarJu0ny4GiCzZCIiKikvG5ny3rtDZGGrKxn4WW9w7GpZ06jtsByLJ60gtWsDZGM5+xza9aa1lzB6YhxLjU+Lrchoqkpdeb0IgAHlFKHlFIxAD8FcFuJjzlvVPvcWNESxAsnBip9Ko473peeKe2LxPJ+zcBoHCE/J0AiIiodp8t6MzU/KjRzGvK7Ye4YMylzmiE4NYNRlyZGWa8eaAa8WbaS0cbXnHpcApHcZb0DETYqJKLpKXVwugDAMdvnx43bLCLyARHZLiLbu7u7S3w6c8/6BWG8eLw/6/5ls9WpgSgA4FM3rEA44JkUrGZilvUSERGVyrLmGrSG/NZe5MWyZ05NhWZO7dVDZoBrZjszlfWaZby1AY/REEn/3Je1rHe8W6+IwO925cyccv9xIpquUgenmWpe0qIopdR3lFKblVKbm5qaSnw6c895HWH0ReLYcbQPqSxt4mejU/2jCPrd+Oj1y7G2PYRjfZG8XzM4Gue7s0REVFJLmmqw9XPXozWcfZ/y6aj2ZQhOC2yIFK7yWh+bmVOXWdab4W8EMxitq/bqmdN8+5wawamZPfZ5NOtrMjH3H2cXfSKaqlIHp8cBdNo+7wBwssTHnFfO76gFALz535/Bb+ZQ594T/VG0h/V9XjvrqnCsdyqZ0wTfnSUiolkl4HGurLfWNgdaZb1GKW48mSlzqt9WV+VBNJ5ExCjzzRQw28cy19363FrOzKm1xRvfOCaiKSp1cPocgOUislhEvADuAPBQiY85r6xtD+Gj1y0DABw4O3f2PD01MIq2Wv1d6c76AHqGx3K+O6uU0tec8t1ZIiKaRTIFgoXuc1pblb2sN5khczpqlvVWeRFPKqu/Q7YGRvayXkAv/51KWS+bFRLRVJU0OFVKJQB8BMAjAF4G8KBS6qVSHnO+0TTBp25cicYaL7qHonhszxmrAcFsdmogivZaPXPaYazrOZ6jtHfnsX7EEiksa6opy/kRERE5IZBxzWmBZb32zKknvSFSPFO3XiM4rTfKgXuG9OC0OkOTJsAelNozp7nKernmlIimp+T7nCqlHlZKrVBKLVVK3Vvq481XTUE/9pwawt/83+34wTOHK306RRmNJdE7EkN7eDxzCgBHzmUPTn+x4wR8bg03r2styzkSERE5IVMgWOia07TMqXviVjIZ9jk1M6fV+tedHYqixueGpmXeJmddexjvuHghLlhUpx/D48JYPEfmdDQOESDIrWSIaIpKHpxSeTQHfXjJ2FLm5VODFT6b4pwa0NeXthlrTle2hhAOePD9pw9n7EqcSin85oWTuGFNC4Jc10JERLNIwMiSmus4gczZ1KkIB2wNkczMaY6GSOY2ME01PgDA6YFozj1JA14Xvnz7eVaGdiprToM5gl0iookYnM4RzUGfNfHM/uBU30bGLOut8bnx0euW4cn9Pdh6qHfS408PRtEXiePSpQ1lPU8iIqJiaZog4HGhLm29aPFbyZjbwVj7nGYITk8PRuHSBF0N1QD0PcaD09gvPG+33mgC4Sq+aUxEU8fgdI5oDvmsj4/0RjAylqjg2RTnZL+eOW2vHW/T/86LF8GlCf58oAfReBK3fOMpPH2gB8B4ue+i+urynywREVGR/teta/GuS7uszwst6/W6NVQbWVf/xMxphrLewz0RdNYF0BjU/4Y4MxRFzXSC03wNkbjFGxFNE4PTOaI5OB7IKQU8tudMxoloNjjZr2dO7XvIBbwurGwJYtfxfhzrjeDFEwO9WaFXAAAaqElEQVR4eLe+dc7R3hEAwMJ6ZzZEJyIiKqe3XdiJDZ211ueFNkQCYCu5NTOnenCaqSHSoZ4RLG6stragUSp7p95MfG4NI2MJ/P1/7s7YtHCAwSkRTROD0zmi2XjXc4FRCvuJB3bi4z/dmXGN5kx3amAUjTVea2I1nd8ZxgvHB6yy3x1H+gEAR3sjcGuSlmklIiKaTexrTn3uwv88C1d54XEJXFr6ti/2rWT+fKAHf/ndbdh/ZgiLG2vSGilNq6zXreFQzwh+uPUIPvzj/550/2A0zm1kiGhaGJzOEWZZ78VL6vHpm1biLZs68NsXT+GB545V+Mym76RtGxm78ztqMTAax3OH9XWne08PIhJL4Mi5CBbUBax1NURERLON15jDvG6tqAZCtQFP2pu7Lqsh0ng11ZcffhlPHehBIqWwuLEKQb8HYhxyOplTe4Y3U78L7j9ORNPFv+bnCLOsd1F9NT587TJ87S3rsbC+Co/vO1vhM5u+U/2jaAtPzoKu79BLnh596QwAIKWAXccGcLQ3wpJeIiKDiHxNRPaKyAsi8ksRqbXd91kROSAi+0TkpkqeJ6UzM6f+IrKmgL6djL2hkkebvM9pS2h8jl3cWAOXJlb5bY1v6plOe4Y3lkhNqtYaHE0wc0pE08LgdI5orw3gPZd14fXr9X0+RQSbF9Xh+SN9BZX2Pn2wB0/t73H6NPNSSuFk/6i1jYzdsuYaeFyCfWeG4Pdo0AR45mAPg1MionSPAVinlFoP4BUAnwUAEVkD4A4AawHcDODfRKTwxY3kKCs4LWK9KQBsXFhrvZkLjK85Tdoyp2cGo9bHXY36/GmW9k6rIdKEcz3aO77uNJZIYTSe5JpTIpoWBqdzhEsT3HPrWixrDlq3beqqQ89wLG2yyGXv6UEc7tGbC73jvm34y//YlrNFvFMGRuP4yu/2YmA0jsFoAiOxpLV21s7r1rCksQaA3vzoosX1+PGzR9EfiWN5c03Jz5OIaDZQSj2qlDJbtm8F0GF8fBuAnyqlxpRSrwI4AOCiSpwjTWaW9RYbnH7gqqX43nsutD7P1BDpWG8EV61owv+4YYU135pNkYLTbIhkt/NYv/XxYDQOANxKhoimhcHpHLZ5UT0AYPvhPtz1s134/e7TOR9/8z8/iWu+viXttod2nizV6VmeOdiDb/3pIO797R5rG5m2LM2NVrbqwXdLyI/XndeGnuEYgj43br+gI+PjiYjmufcB+J3x8QIA9kYEx43bJhGRD4jIdhHZ3t3dXeJTJGA80Ct0j9Ns3EZZr9nB33wj+MpljfjY9cshxmLTcJUXwDQzp7bgVBNg7+khRGIJKKUwOKoHp8ycEtF0MDidw5Y31yDoc+OPe8/i/z1/HN/600HsPjGAnuEx6zHxZAqpCRtzp1IKDdX6JPXzHcfzHucHTx/Gbd/8c8GdgXtH9Answe3H8eWHX4YIsK49nPGxZnDaGvLj5rWt8Lo0vPuyLq5pIaJ5RUT+S0R2Z/h3m+0xnweQAPAj86YMQ2X8xa2U+o5SarNSanNTU5PzT4AmMZsYFZs5ncjMnCaMuf6YUU3VUZdeoWTOo4U0RAr63FjeHMQTr3RjzRcfwf3bjmLADE7ZEImIpoG/MeYwTROsaQ/hsT16A6Gdx/rxhm88hWtWNuH779Urud727WcQjafw4Acvsb7uUM+wNalMpSR466Fz2HWsHyf6R9FRN/21n32RGACgq6EKT+7vwWvXtaKrsTrjY1e2GMFp2I/mkB9/+NTVGZsnERHNZUqp1+S6X0TeDeANAK5X4+8cHgfQaXtYB4DSl8fQlIw3RHI2ODUbIpnBqbkfaeeEXg1WWW8BmdNQwIMVrUH8epf+4/TU/m6rFwTfPCai6WDmdI47b0EYsWQq7bZdxpqQSCyB/z7aj5dPDeIzP3/Bun/roV4kUgo+t4Yzg1HEJ3z9RGYAa19rMh39kRgCHhf+8W0bsKKlBh9/zfKsj127IARNYE16nfVV3EKGiMhGRG4G8BkAtyql7O8wPgTgDhHxichiAMsBPFuJc6TJzODU53BZr7WVjDGXH+/Tl89MzJyaDZGmF5zqgXQo4MHKlvHeDwvrq8YzpyzrJaJp4F/1c9y6BXp5bFvYj49etwwXddWjLxLHwGgc+04PWY970taZ1+zSu7Y9hJQCTg9E08Z89tVePGjbP9UKTo8WFpz2ReKoq/Jg06I6PPrJq7GqNZT1sW3hAH77sSvxxo0Zl0kRERHwrwCCAB4TkZ0i8i0AUEq9BOBBAHsA/B7Ah5VSpe96R1Pi0gQuTRwv6/VMKOsdHI1DZHJGc7ysdxpbyRiBdDjgxvKW8YaMkVjSWnPKzCkRTQfLeuc4Mzhd0xbCp25ciT8f6ME7v7sNu47145hR2nPZ0gY8ffCc9TXbXtU/Xt0Wwo6jermuvfznbd9+BgBw01p925qhqN4UctfxAoPTkRhqjUYMU7G6LXvwSkQ03ymlluW4714A95bxdGgavC7N8eBURA96E0a33tF4EgGPy2qEZFrZGkSV14WWkG/KY5tlveGAB2tsc/NgNGF16w0xOCWiaWDmdI5b0liNBbUBXLasEQCwviMMEWDH0T7sOTmIkN+NC7vqrcevag2iL6JPKGva9YnmhFECZHIbJUKP7jltZU0X1Aaw+8RgQU2R+iIx1FVz8iIiovnN69bgdzv/p5lLE8SNfU7N4HSiK5c34YX/eeO03iw29zkN+T3orK/C/e+/GCtbghgc1Su0vG7ng20imtsYnM5xmiZ44u+uxfsu7wIABP0erG4NYeuhc3jp5CDWtIfSsqLrO8a75JoZyhP96cFpq9GA6DcvnLKC0yuXN2I0nkT38BjGEtOrEuuPxKc1GRIREc1Fr1/fhiuWNzo+rkcTJM3MaSyVNWCcbg8He+YUAK5Y3oimoA9D0TgGRxNcb0pE08bgdB5waZJWvnPl8kZsP9yHF47346KuemsDbrcmaes9m4M+NNb4rL1HAUAphe4hfSua7Yd7caR3BABw6dIGAMCXf/syrv7qlmllUPsiMdRxk24iIprnvnz7ebhtg/M9FdwuzVpzGo0nEfA6k800GyLZ15WGAm69rHc0zm1kiGjaGJzOQ1csb0QipZBSwBs3LrA69tVXe9FeO969LxzwYEGt3+rsBwBDYwmMJVJYUBvASCyJ7Yf70FDttfYffXj3aZwejGLQWIeaTzKl0D8aRz0zp0RERCXhcYnVeX80noTfoY7AVubU9gZz0OfRM6fROJshEdG0MTidhy7sqofPreGChbVY0lSD1rAfmgCNNT601+oluy5NUONzY0VLELtPDiCWSOHOHz6Pt/z70wCAixfr61Sf2t+Dla1BK/saS+iT37nhsSmdy+BoHEqBZb1EREQl4tIEyZRZ1pt5zWkhzOCzOTjeRCkUcGNwNIGB0TjLeolo2hiczkN+jwv/cscGfOmN6wAAHpeGtnAADTVetIX1IDMc8EBEcOnSBvRH4nj/D57D7186jVfODAMALl6iB6exZAqr20II+j3WHmkAcG4kNqVz6Yvoj2NDJCIiotJwaxritm69TjUp6qyvws8/dCluWNNq3RbyezAaT+LccIyZUyKaNi4GmKduXteW9vknb1iBhhovGqq98Lo1a0Ix15I+ub8HIb/bKtfd0FkHr0tDLJnCKqOkt6MugH6j0+9UM6dmZ2BmTomIiErD4xIkjG690XgyLdNZrE2L6tM+D/r1Py1P9I/i2lVNjh2HiOYHZk4JAPCWTR24dmUzNE3QFvZb+5K1hQNY3FgNlyb49l9tth7fGvJjUYPe5dfs6ttRO971t2c4f+Z017F+fPpnuwAAjdXOTZREREQ0zqUJBkbjOHB2WN9KxqGGSJnY9zVl5pSIpouZU5rkimWNaetRPnb9MpwbjuGSJfVoqPZiaCyBUMCNxY3VONQzguUtNQCAxU3V8Hs0ROMpnMsTnJ4djOL9P9gOn1vDPbessfZUJSIiImd5XBq27OvGc68+hYDX7dia00yCtnWmtQFWRRHR9DA4pUnuvf28tM9v39hhfbyhsxYHuochIviLCzuxqjVotZK/8+qluGV9O95+31acG8ld1vuHvWfRMzyGX3/kCpxn21uViIiInOV26dvJjcSSiCay73PqhJB//E/LCxbVluw4RDQ3MTilafniLWusdaLXr27B9atbrPvCAQ/CAQ8aarx5M6dHzkXgcQkzpkRERCXm0sZXcSVTqmxlved3MDgloulhcErTsqihGosacj+msdqXN3N6rDeCzroquDRx8OyIiIhoIs+Euba0Zb3jf1q6XWxtQkTTw98a5LgpZU57R9BZX5XzMURERFQ8s6zXVMrgtLFGb3B4zy1rSnYMIpq7mDklxzXUeLHt1ezBqVIKR85FcMHCujKeFRER0fzkmZDB9JewrNfvceHwV15fsvGJaG5j5pQc11jjQ18khrFEMuP9A6NxDEUTWMjMKRERUclNXEJTyswpEVExmDklxy2sr4JSwO93n8YfXj6LG9a0IOh346u/34cvv+k8iO1xREREVFpuLT0XweCUiGYqBqfkuK7GagDAPz32Co6ci+ChXSdRV+VBXySOd963FZ97/WoAwMIGBqdERESllkyl0j4PeFk4R0QzE387keO6GvTg9Mi5CNYtCGFtewh9kTjeuKEdI7EkHt97FgAzp0REROUwEktfZlPKfU6JiIrBzCk5rq7Kg5DfjcFoAuctCOPOq5fikZdO45qVzfjPnSfxzMFzaKzxocrLHz8iIqJSi8QSaZ+zrJeIZipmTslxImKV9q5qDWFRQzU+cNVSK1M6EktiEUt6iYiIyiIyIXMaKGG3XiKiYjA4pZIwS3tXt4Ws2/weF1pDfgAs6SUiIiqXyJgenAb9esUSM6dENFMxOKWSWN5cA5cmWNkaTLvdbILE4JSIiKg8RoyyXnPuZXBKRDMVg1Mqifdc3oWf3XkpwgFP2u3mxMiyXiIiovIYNcp6O+v0udfPsl4imqEYnFJJBP0eXLCwbtLti+qZOSUiIiqnREoBADrrAwAAv5vBKRHNTAxOqawuWdqAroYqrJhQ7ktERESlcfdrV8Hr1nD7xg588jUr4HXzzz8impm4lweV1YVd9djy6WsrfRpERETzxp1XL8WdVy8FAKxpD+V5NBFR5fCtMyIiIiIiIqo4BqdERERERERUcQxOiYiIiIiIqOIYnBIREREREVHFMTglIiIiIiKiimNwSkRERERERBXH4JSIiIiIiIgqjsEpERERERERVRyDUyIiIiIiIqo4BqdERERERERUcQxOiYiIiIiIqOJEKVXpc7CIyBCAfSU+TBjAwCwevxzHmO3jl+MYfA6VH78cx+BzqPz4xR5jpVIq6OTJzDecm2fMMWb7+OU4Bp9D5ccvxzH4HCo/frHHyD43K6VmzD8A28twjO/M5vHnwnPgazQzjjHbx+dzmB/jF3uMcswrc/0f5+aZcYzZPj6fw/wYn89hfoxf7DFyzSvzsaz317N8/HIcY7aPX45j8DlUfvxyHIPPofLjl+sYVFn8OZ3745fjGHwOlR+/HMfgc6j8+CU7xkwr692ulNpc6fMgIqK5gfNK8fgaEhGRk3LNKzMtc/qdSp8AERHNKZxXisfXkIiInJR1XplRmVMiIiIiIiKan2Za5tRRInKziOwTkQMicrdx29dEZK+IvCAivxSRWofH/5Ix9k4ReVRE2p1+Drb77hIRJSKNDj+He0TkhPEcdorI60rxHETko8btL4nIVx1+Dg/Yzv+wiOx0ePwNIrLVGH+7iFxU6Pg5jnG+iDwjIi+KyK9FJFTE+N8TkbMistt2W72IPCYi+43/6xwe/63G9zYlIkWXBGY5hpPXc6bxHbueM41vu6/oaznbMZy8nrM9B6eu5RzPwbHrmSovy+87zs35nwPn5vzjc27OPz7n5jzj2+7j3Jz7OZRmbi51J6c8nZpuht6e/gCAu43b3grgJQApAJuLGNsF4CCAJQC8AHYBWAPgRgBu4zH/AOAfHB4/ZHvMxwB8y+nnYNzXCeARAEcANDr8HO4BcJdD3+Nsx7gWwH8B8BmPa3b6NbI95h8BfNHh838UwGuNx7wOwJYSvEbPAbjaeMz7AHypiGNcBeACALttt33Vdt3dXei1kGP81QBWAthSzLWc5xiOXM85xnfyep40vnF70ddynufg5PWcaXxHruV8r5Pt/oKvZ/6b8veAc3MBxzDu49yc5zWyPYZzM+fmQsfn3Jx//Fk7N1cscyoiLgDfBPBa6Bf720VkDYDdAN4E4IkiD3ERgANKqUNKqRiAnwK4TSn1qFIqYTxmK4AOh8cftD2mGkAxddMZj2Hc938A/F0Jx3dKtmN8CMBXlFJjAKCUOuvw+AAAEREAbwPwE4fHVwDMd0vDAE4WOH6uY6zE+HXwGIA3F3oApdQTAHon3HwbgB8YH/8AwBudHF8p9bJSyrG9EbMcw6nrOdv4jl3PWb4HgDPXcr5jOCLL+E5dy7mOAcCR65ny4Nxc+DGM+zg35x4fAOdmE+fmgsfn3Jx//Fk7N1eyrDfbBOLURbMAwDHb58eN2+zeB+B3To8vIveKyDEA7wTwxQLHz3oMEbkVwAml1K4ixs46vvHxR4ySie8VU1KS4xgrAFwpIttE5E8icqHD45uuBHBGKbXf4fE/AeBrxvf56wA+W+D4uY6xG8Ctxm1vhf4unpNalFKnAMD4v9nh8cutmOs5Kwev50xjO3Ut5+PU9ZyJU9fyVBR7PVN+nJsLPAbn5imNb+LcnB3n5ing3JzXrJ2bKxmcTmWCKoZkuM1690NEPg8gAeBHTo+vlPq8UqrTGPsjBY6f7Rg+AJ+HMxditufw7wCWAtgA4BT0VL3Tx3ADqANwCYBPA3jQeOfFqfFNb0dx7+RkG/9DAD5pfJ8/CeA/SnCM9wH4sIg8DyAIIFbEMeY0B67nrBy8ntOISBWcu5ZzcfJ6zsSpa3kqir2eKT/OzYUdg3Pz1MY3cW6eBzg358S5OYtKBqf5fnEV6zjS383qgFHeISLvBvAGAO9URqG0k+Pb/BhFlHtkOcZRAIsB7BKRw8ZtO0Sk1aHxTyqlziilkkqpFID7oL+TXqhsr9NxAL9Qumehr2MqZMF5ru+zG3oZ2gMFjJtv/HcD+IVx289QgtdIKbVXKXWjUmoT9Iv+YBHHyOSMiLQBgPF/USUfleLQ9TwVxV7PEy2Fc9dyVg5fz5k4dS3n5ND1TPlxbi7sGJybpzY+5+b8ODdPD+fmzGbt3FzJ4HQqE0gxngOwXEQWi4gXwB0AHhKRmwF8BsCtSqlICcZfbnvMrQD2OnyMXyilmpVSXUqpLuiv4wVKqdMOPoc222Nuh17C4uRzeAjAfwK4DgBEZAX0ZgM9Do4PAK8BsFcpdbwE538SwNXGY64DUEwpQ7bvQzMAiIgG4AsAvlXEMTJ5CPpEDuP/Xzk8fsk5eD1nG9/J6zmNUupFB6/lrBy+njNx6lrOx4nrmfLj3FzYMTg3T218gHNzPpyb84/PuTm/2Ts3Kwe6KhXyD3q6+RD0dyfMLmhrbfdvQZFdxKB3ansF+rtanzduOwC9ZGmn8a+YDl+Zxv859B+wFwD8GsACp5/DhPsPo4guYlmeww8BvGg8h4cAtJXg++AFcL/xWu0AcJ3TrxGA7wO404Gf1UznfwWA542f220ANpXgGB83bnsFwFdg7Etc4Pg/gV42Eof+i/b9ABoA/AH65P0HAPUOj3+78fEYgDMAHinyNcp0DCev50zjO3Y9Zxp/wv1FXcs5noNj13OW8R27lnO9Tk5dz/yX9/Xn3FzgMSbcX9T1nOU5cG7Of/6cm/OPz7k5z/gT7i/qWs7xHDg3Z/knxsAVIfqePv8MvV3395RS94rI7QC+AaAJQD+AnUqpmyp2kkRERPMI52YiIqqUiganREREREREREBl15wSERERERERAWBwSkRERERERDMAg1MiIiIiIiKquIoEpyIyXInjEhERUWacm4mIqNKYOSUiIiIiIqKKq1hwKiI1IvIHEdkhIi+KyG3G7V0i8rKI3CciL4nIoyISqNR5EhERzRecm4mIqJIqspWMUTpUC6BKKTUoIo0AtgJYDmAR9M17NyuldorIgwAeUkrdX/YTJSIimic4NxMRUaW5K3hsAfBlEbkKQArAAgAtxn2vKqV2Gh8/D6Cr/KdHREQ073BuJiKiiqlkcPpOAE0ANiml4iJyGIDfuG/M9rgkAJYOERERlR7nZiIiqphKNkQKAzhrTH7XQi8ZIiIiosrh3ExERBVT9sypiLihv/v6IwC/FpHtAHYC2FvucyEiIiLOzURENDOUvSGSiJwP4D6l1EVlPTARERFlxLmZiIhmgrKW9YrInQB+AuAL5TwuERERZca5mYiIZoqKbCVDREREREREZFfSzKmIdIrI48bG3S+JyMeN2+tF5DER2W/8X2fcfoOIPG9s/P28iFxnG+teETlm7MNGREREBeDcTEREM1VJM6ci0gagTSm1Q0SC0PdFeyOA9wDoVUp9RUTuBlCnlPqMiGwEcEYpdVJE1gF4RCm1wBjrEgBHAOxXStWU7KSJiIjmMM7NREQ0U5W1rFdEfgXgX41/1yilThmT5Bal1MoJjxUAPQDalVJjttuHOQESERE5g3MzERHNFGVriCQiXQA2AtgGoEUpdQoAjP+bM3zJmwH8t33yIyIiIudwbiYiopmkLPucikgNgJ8D+IRSalB/4zXn49cC+AcAN5bh9IiIiOYdzs1ERDTTlDxzKiIe6JPfj5RSvzBuPmOUDJlrX87aHt8B4JcA3qWUOljq8yMiIppvODcTEdFMVOpuvQLgPwC8rJT6J9tdDwF4t/HxuwH8ynh8LYDfAvisUurPpTw3IiKi+YhzMxERzVSl7tZ7BYAnAbwIIGXc/Dnoa1seBLAQwFEAb1VK9YrIFwB8FsB+2zA3KqXOishXAbwDQDuAkwC+q5S6p2QnT0RENAdxbiYiopmqrN16iYiIiIiIiDIpW7deIiIiIiIiomwYnBIREREREVHFMTglIiIiIiKiimNwSkRERERERBXH4JSIiIiIiIgqjsEpERERERERVRyDUyIiIiIiIqo4BqdERERERERUcf8fIEYPuz+xoGwAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 1152x792 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "### PLOT SYNTHETIC DATA ###\n",
    "\n",
    "plt.figure(figsize=(16,11))\n",
    "\n",
    "for i,c in enumerate(cols):\n",
    "    \n",
    "    plt.subplot(2,2,i+1)\n",
    "    df[c].plot(ax=plt.gca(), title=c); plt.xlabel(None)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "### TRAIN TEST SPLIT ###\n",
    "\n",
    "window_shape = 24\n",
    "time_h = 6\n",
    "\n",
    "train = df.head(200)\n",
    "test = df[~df.index.isin(train.index)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<tsmoothie.smoother.SpectralSmoother>"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "### SMOOTH TRAIN DATA ###\n",
    "\n",
    "smoother = SpectralSmoother(smooth_fraction=0.18, pad_len=12)\n",
    "smoother.smooth(train.T)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x864 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "### BOOTSTRAP TRAIN DATA (ONLY FOR PLOTTING) ###\n",
    "\n",
    "plt.figure(figsize=(16,12))\n",
    "\n",
    "for i,c in enumerate(cols):\n",
    "    \n",
    "    plt.subplot(2,2,i+1)\n",
    "    \n",
    "    np.random.seed(33)\n",
    "    bts = BootstrappingWrapper(SpectralSmoother(smooth_fraction=0.18, pad_len=12), \n",
    "                           bootstrap_type='mbb', block_length=24)\n",
    "    bts_samples = bts.sample(train[c], n_samples=100)\n",
    "    \n",
    "    pd.Series(smoother.smooth_data[i], index=train.index).plot(c='red')\n",
    "    plt.scatter(train.index, smoother.data[i], c='black', s=4)\n",
    "    plt.fill_between(train.index, bts_samples.min(0), bts_samples.max(0), alpha=0.3, color='orange')\n",
    "    plt.title(c)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "((171, 24, 4), (171, 6))"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "### CREATE TEST WINDOWS AND STANDARDIZE ###\n",
    "\n",
    "X_test = create_windows(test[cols], window_shape=window_shape, end_id=-time_h)\n",
    "y_test = create_windows(test[cols], window_shape=time_h, start_id=window_shape)\n",
    "\n",
    "prev_test = X_test[:,[-1],:]\n",
    "X_test = X_test - prev_test\n",
    "y_test = np.squeeze(y_test[...,[-1]], -1)\n",
    "\n",
    "X_test.shape, y_test.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(30, 200, 4)"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "### BOOSTRAP TRAIN SERIES ###\n",
    "\n",
    "bts_samples = []\n",
    "\n",
    "for i,c in enumerate(cols):\n",
    "    \n",
    "    np.random.seed(33)\n",
    "    bts = BootstrappingWrapper(SpectralSmoother(smooth_fraction=0.18, pad_len=12), \n",
    "                                                bootstrap_type='mbb', block_length=24)\n",
    "    bts_samples.append(bts.sample(train[c], n_samples=30))\n",
    "    \n",
    "bts_samples = np.stack(bts_samples, axis=-1)\n",
    "bts_samples.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x864 with 8 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "### SHOW CORRELATION BETWEEN BOOTSTRAPPED SAMPLES ###\n",
    "\n",
    "corr_samples = np.stack([np.corrcoef(n.T) for n in bts_samples], 0)\n",
    "\n",
    "plt.figure(figsize=(16,12))\n",
    "\n",
    "for i,c in enumerate(cols):\n",
    "    \n",
    "    plt.subplot(2,2,i+1)\n",
    "    sns.heatmap(corr_samples[:,i,:], annot=True)\n",
    "    plt.ylabel('bootstrap samples'); plt.xticks(np.arange(0.5, len(cols)), cols)\n",
    "    plt.title(c)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(3069, 24, 4) (3069, 6, 4)\n",
      "(72, 24, 4) (72, 6, 4)\n"
     ]
    }
   ],
   "source": [
    "### CREATE TRAIN/VALIDATION WINDOWS W/ BOOTSTRAP ###\n",
    "\n",
    "_X = create_windows(train[cols], window_shape=window_shape, end_id=-time_h)\n",
    "_y = create_windows(train[cols], window_shape=time_h, start_id=window_shape)\n",
    "_X_train, _X_val, _y_train, _y_val = train_test_split(_X, _y, test_size=window_shape*3, shuffle=False)\n",
    "X_train, X_val, y_train, y_val = [_X_train], [_X_val], [_y_train], [_y_val]\n",
    "\n",
    "for i in range(bts_samples.shape[0]):\n",
    "\n",
    "    _X = create_windows(bts_samples[i], window_shape=window_shape, end_id=-time_h)\n",
    "    _y = create_windows(bts_samples[i], window_shape=time_h, start_id=window_shape)\n",
    "    _X_train, _X_val, _y_train, _y_val = train_test_split(_X, _y, test_size=window_shape*3, shuffle=False)\n",
    "    X_train.append(_X_train)\n",
    "    y_train.append(_y_train)\n",
    "    \n",
    "X_train = np.concatenate(X_train); X_val = np.concatenate(X_val)\n",
    "y_train = np.concatenate(y_train); y_val = np.concatenate(y_val)\n",
    "\n",
    "print(X_train.shape, y_train.shape)\n",
    "print(X_val.shape, y_val.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "### STANDARDIZE TRAIN/VALIDATION WINDOWS ###\n",
    "\n",
    "prev_train = X_train[:,[-1],:]\n",
    "prev_val = X_val[:,[-1],:]\n",
    "\n",
    "y_train = y_train[...,[-1]] - prev_train[...,[-1]]\n",
    "X_train = X_train - prev_train\n",
    "\n",
    "y_val = y_val[...,[-1]] - prev_val[...,[-1]]\n",
    "X_val = X_val - prev_val"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "def set_seed(seed):\n",
    "    \n",
    "    tf.random.set_seed(seed)\n",
    "    os.environ['PYTHONHASHSEED'] = str(seed)\n",
    "    np.random.seed(seed)\n",
    "    random.seed(seed)\n",
    "\n",
    "\n",
    "def get_model(param):\n",
    "    \n",
    "    set_seed(33)\n",
    "    \n",
    "    inp = Input((window_shape,len(cols)))\n",
    "    enc = LSTM(param['lstm_unit'], activation=param['lstm_act'], \n",
    "               return_sequences=False)(inp)\n",
    "    x = RepeatVector(time_h)(enc)\n",
    "    dec = LSTM(param['lstm_unit'], activation=param['lstm_act'],\n",
    "               return_sequences=True)(x)\n",
    "    \n",
    "    out = TimeDistributed(Dense(1))(dec)\n",
    "    \n",
    "    model = Model(inp, out)\n",
    "    model.compile(Adam(lr=param['lr']), 'mse')\n",
    "    \n",
    "    return model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "24 trials detected for ('lstm_unit', 'lstm_act', 'lr', 'epochs', 'batch_size')\n",
      "\n",
      "***** (1/24) *****\n",
      "Search({'lstm_unit': 128, 'lstm_act': 'tanh', 'lr': 0.0001, 'epochs': 100, 'batch_size': 16})\n",
      "Restoring model weights from the end of the best epoch.\n",
      "Epoch 00015: early stopping\n",
      "SCORE: 59.28572 at epoch 5\n",
      "\n",
      "***** (2/24) *****\n",
      "Search({'lstm_unit': 128, 'lstm_act': 'tanh', 'lr': 0.0001, 'epochs': 100, 'batch_size': 32})\n",
      "Restoring model weights from the end of the best epoch.\n",
      "Epoch 00018: early stopping\n",
      "SCORE: 55.69127 at epoch 8\n",
      "\n",
      "***** (3/24) *****\n",
      "Search({'lstm_unit': 128, 'lstm_act': 'tanh', 'lr': 0.0001, 'epochs': 100, 'batch_size': 128})\n",
      "Restoring model weights from the end of the best epoch.\n",
      "Epoch 00027: early stopping\n",
      "SCORE: 59.67992 at epoch 17\n",
      "\n",
      "***** (4/24) *****\n",
      "Search({'lstm_unit': 128, 'lstm_act': 'tanh', 'lr': 0.001, 'epochs': 100, 'batch_size': 16})\n",
      "Restoring model weights from the end of the best epoch.\n",
      "Epoch 00015: early stopping\n",
      "SCORE: 50.49247 at epoch 5\n",
      "\n",
      "***** (5/24) *****\n",
      "Search({'lstm_unit': 128, 'lstm_act': 'tanh', 'lr': 0.001, 'epochs': 100, 'batch_size': 32})\n",
      "Restoring model weights from the end of the best epoch.\n",
      "Epoch 00012: early stopping\n",
      "SCORE: 55.4768 at epoch 2\n",
      "\n",
      "***** (6/24) *****\n",
      "Search({'lstm_unit': 128, 'lstm_act': 'tanh', 'lr': 0.001, 'epochs': 100, 'batch_size': 128})\n",
      "Restoring model weights from the end of the best epoch.\n",
      "Epoch 00015: early stopping\n",
      "SCORE: 58.14846 at epoch 5\n",
      "\n",
      "***** (7/24) *****\n",
      "Search({'lstm_unit': 128, 'lstm_act': 'relu', 'lr': 0.0001, 'epochs': 100, 'batch_size': 16})\n",
      "Restoring model weights from the end of the best epoch.\n",
      "Epoch 00012: early stopping\n",
      "SCORE: 59.91701 at epoch 2\n",
      "\n",
      "***** (8/24) *****\n",
      "Search({'lstm_unit': 128, 'lstm_act': 'relu', 'lr': 0.0001, 'epochs': 100, 'batch_size': 32})\n",
      "Restoring model weights from the end of the best epoch.\n",
      "Epoch 00018: early stopping\n",
      "SCORE: 54.98027 at epoch 8\n",
      "\n",
      "***** (9/24) *****\n",
      "Search({'lstm_unit': 128, 'lstm_act': 'relu', 'lr': 0.0001, 'epochs': 100, 'batch_size': 128})\n",
      "Restoring model weights from the end of the best epoch.\n",
      "Epoch 00018: early stopping\n",
      "SCORE: 59.62871 at epoch 8\n",
      "\n",
      "***** (10/24) *****\n",
      "Search({'lstm_unit': 128, 'lstm_act': 'relu', 'lr': 0.001, 'epochs': 100, 'batch_size': 16})\n",
      "Restoring model weights from the end of the best epoch.\n",
      "Epoch 00014: early stopping\n",
      "SCORE: 57.22966 at epoch 4\n",
      "\n",
      "***** (11/24) *****\n",
      "Search({'lstm_unit': 128, 'lstm_act': 'relu', 'lr': 0.001, 'epochs': 100, 'batch_size': 32})\n",
      "Restoring model weights from the end of the best epoch.\n",
      "Epoch 00015: early stopping\n",
      "SCORE: 58.34607 at epoch 5\n",
      "\n",
      "***** (12/24) *****\n",
      "Search({'lstm_unit': 128, 'lstm_act': 'relu', 'lr': 0.001, 'epochs': 100, 'batch_size': 128})\n",
      "Restoring model weights from the end of the best epoch.\n",
      "Epoch 00015: early stopping\n",
      "SCORE: 56.77513 at epoch 5\n",
      "\n",
      "***** (13/24) *****\n",
      "Search({'lstm_unit': 64, 'lstm_act': 'tanh', 'lr': 0.0001, 'epochs': 100, 'batch_size': 16})\n",
      "Restoring model weights from the end of the best epoch.\n",
      "Epoch 00029: early stopping\n",
      "SCORE: 55.52222 at epoch 19\n",
      "\n",
      "***** (14/24) *****\n",
      "Search({'lstm_unit': 64, 'lstm_act': 'tanh', 'lr': 0.0001, 'epochs': 100, 'batch_size': 32})\n",
      "Restoring model weights from the end of the best epoch.\n",
      "Epoch 00033: early stopping\n",
      "SCORE: 54.65197 at epoch 23\n",
      "\n",
      "***** (15/24) *****\n",
      "Search({'lstm_unit': 64, 'lstm_act': 'tanh', 'lr': 0.0001, 'epochs': 100, 'batch_size': 128})\n",
      "Restoring model weights from the end of the best epoch.\n",
      "Epoch 00066: early stopping\n",
      "SCORE: 60.66011 at epoch 56\n",
      "\n",
      "***** (16/24) *****\n",
      "Search({'lstm_unit': 64, 'lstm_act': 'tanh', 'lr': 0.001, 'epochs': 100, 'batch_size': 16})\n",
      "Restoring model weights from the end of the best epoch.\n",
      "Epoch 00024: early stopping\n",
      "SCORE: 55.99132 at epoch 14\n",
      "\n",
      "***** (17/24) *****\n",
      "Search({'lstm_unit': 64, 'lstm_act': 'tanh', 'lr': 0.001, 'epochs': 100, 'batch_size': 32})\n",
      "Restoring model weights from the end of the best epoch.\n",
      "Epoch 00027: early stopping\n",
      "SCORE: 51.37671 at epoch 17\n",
      "\n",
      "***** (18/24) *****\n",
      "Search({'lstm_unit': 64, 'lstm_act': 'tanh', 'lr': 0.001, 'epochs': 100, 'batch_size': 128})\n",
      "Restoring model weights from the end of the best epoch.\n",
      "Epoch 00018: early stopping\n",
      "SCORE: 52.35053 at epoch 8\n",
      "\n",
      "***** (19/24) *****\n",
      "Search({'lstm_unit': 64, 'lstm_act': 'relu', 'lr': 0.0001, 'epochs': 100, 'batch_size': 16})\n",
      "Restoring model weights from the end of the best epoch.\n",
      "Epoch 00019: early stopping\n",
      "SCORE: 54.16585 at epoch 9\n",
      "\n",
      "***** (20/24) *****\n",
      "Search({'lstm_unit': 64, 'lstm_act': 'relu', 'lr': 0.0001, 'epochs': 100, 'batch_size': 32})\n",
      "Restoring model weights from the end of the best epoch.\n",
      "Epoch 00019: early stopping\n",
      "SCORE: 50.38869 at epoch 9\n",
      "\n",
      "***** (21/24) *****\n",
      "Search({'lstm_unit': 64, 'lstm_act': 'relu', 'lr': 0.0001, 'epochs': 100, 'batch_size': 128})\n",
      "Restoring model weights from the end of the best epoch.\n",
      "Epoch 00020: early stopping\n",
      "SCORE: 55.64002 at epoch 10\n",
      "\n",
      "***** (22/24) *****\n",
      "Search({'lstm_unit': 64, 'lstm_act': 'relu', 'lr': 0.001, 'epochs': 100, 'batch_size': 16})\n",
      "Restoring model weights from the end of the best epoch.\n",
      "Epoch 00011: early stopping\n",
      "SCORE: 59.69075 at epoch 1\n",
      "\n",
      "***** (23/24) *****\n",
      "Search({'lstm_unit': 64, 'lstm_act': 'relu', 'lr': 0.001, 'epochs': 100, 'batch_size': 32})\n",
      "Restoring model weights from the end of the best epoch.\n",
      "Epoch 00015: early stopping\n",
      "SCORE: 50.10534 at epoch 5\n",
      "\n",
      "***** (24/24) *****\n",
      "Search({'lstm_unit': 64, 'lstm_act': 'relu', 'lr': 0.001, 'epochs': 100, 'batch_size': 128})\n",
      "Restoring model weights from the end of the best epoch.\n",
      "Epoch 00024: early stopping\n",
      "SCORE: 55.20818 at epoch 14\n"
     ]
    }
   ],
   "source": [
    "### TRAIN W/ BOOTSTRAPPED SAMPLES ###\n",
    "\n",
    "param_grid = {\n",
    "    'lstm_unit': [128,64], \n",
    "    'lstm_act': ['tanh','relu'],\n",
    "    'lr': [1e-4,1e-3], \n",
    "    'epochs': 100, \n",
    "    'batch_size': [16,32,128]\n",
    "}\n",
    "\n",
    "es = EarlyStopping(patience=10, verbose=1, min_delta=0.001, monitor='val_loss', mode='auto', restore_best_weights=True)\n",
    "hypermodel = get_model\n",
    "kgs = KerasGridSearch(hypermodel, param_grid, monitor='val_loss', greater_is_better=False, tuner_verbose=1)\n",
    "kgs.search(X_train, y_train, validation_data=(X_val, y_val), callbacks=[es])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "BEST PARAM: {'lstm_unit': 64, 'lstm_act': 'relu', 'lr': 0.001, 'epochs': 5, 'batch_size': 32, 'steps_per_epoch': 96}\n"
     ]
    }
   ],
   "source": [
    "print('BEST PARAM:', kgs.best_params)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "### COMPUTE PREDICTIONS ON TEST ###\n",
    "\n",
    "pred_boot = kgs.best_model.predict(X_test)\n",
    "pred_boot = np.squeeze(pred_boot + prev_test[...,[-1]], -1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "### PLOT PREDICTIONS ON TEST ###\n",
    "\n",
    "plt.figure(figsize=(16,6))\n",
    "\n",
    "for t_h in range(time_h):\n",
    "    plt.plot(pred_boot[(time_h-t_h):-(t_h+1),t_h], \n",
    "             c='blue', alpha=1-1/(time_h+1)*(t_h+1),\n",
    "             label=f\"pred day + {t_h+1}\")\n",
    "\n",
    "plt.plot(y_test[time_h:,0], \n",
    "         c='red', alpha=0.6, label='true')\n",
    "\n",
    "plt.legend(); plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(99, 24, 4) (99, 6, 4)\n",
      "(72, 24, 4) (72, 6, 4)\n"
     ]
    }
   ],
   "source": [
    "### CREATE TRAIN/VALIDATION WINDOWS W/O BOOTSTRAP ###\n",
    "\n",
    "_X = create_windows(train[cols], window_shape=window_shape, end_id=-time_h)\n",
    "_y = create_windows(train[cols], window_shape=time_h, start_id=window_shape)\n",
    "X_train, X_val, y_train, y_val = train_test_split(_X, _y, test_size=window_shape*3, shuffle=False)\n",
    "\n",
    "print(X_train.shape, y_train.shape)\n",
    "print(X_val.shape, y_val.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "### STANDARDIZE TRAIN/VALIDATION WINDOWS ###\n",
    "\n",
    "prev_train = X_train[:,[-1],:]\n",
    "prev_val = X_val[:,[-1],:]\n",
    "\n",
    "y_train = y_train[...,[-1]] - prev_train[...,[-1]]\n",
    "X_train = X_train - prev_train\n",
    "\n",
    "y_val = y_val[...,[-1]] - prev_val[...,[-1]]\n",
    "X_val = X_val - prev_val"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "24 trials detected for ('lstm_unit', 'lstm_act', 'lr', 'epochs', 'batch_size')\n",
      "\n",
      "***** (1/24) *****\n",
      "Search({'lstm_unit': 128, 'lstm_act': 'tanh', 'lr': 0.0001, 'epochs': 100, 'batch_size': 16})\n",
      "Restoring model weights from the end of the best epoch.\n",
      "Epoch 00020: early stopping\n",
      "SCORE: 123.58402 at epoch 10\n",
      "\n",
      "***** (2/24) *****\n",
      "Search({'lstm_unit': 128, 'lstm_act': 'tanh', 'lr': 0.0001, 'epochs': 100, 'batch_size': 32})\n",
      "Restoring model weights from the end of the best epoch.\n",
      "Epoch 00022: early stopping\n",
      "SCORE: 123.83365 at epoch 12\n",
      "\n",
      "***** (3/24) *****\n",
      "Search({'lstm_unit': 128, 'lstm_act': 'tanh', 'lr': 0.0001, 'epochs': 100, 'batch_size': 128})\n",
      "Restoring model weights from the end of the best epoch.\n",
      "Epoch 00047: early stopping\n",
      "SCORE: 123.97044 at epoch 38\n",
      "\n",
      "***** (4/24) *****\n",
      "Search({'lstm_unit': 128, 'lstm_act': 'tanh', 'lr': 0.001, 'epochs': 100, 'batch_size': 16})\n",
      "Restoring model weights from the end of the best epoch.\n",
      "Epoch 00017: early stopping\n",
      "SCORE: 90.42303 at epoch 7\n",
      "\n",
      "***** (5/24) *****\n",
      "Search({'lstm_unit': 128, 'lstm_act': 'tanh', 'lr': 0.001, 'epochs': 100, 'batch_size': 32})\n",
      "Restoring model weights from the end of the best epoch.\n",
      "Epoch 00027: early stopping\n",
      "SCORE: 99.41304 at epoch 17\n",
      "\n",
      "***** (6/24) *****\n",
      "Search({'lstm_unit': 128, 'lstm_act': 'tanh', 'lr': 0.001, 'epochs': 100, 'batch_size': 128})\n",
      "Restoring model weights from the end of the best epoch.\n",
      "Epoch 00014: early stopping\n",
      "SCORE: 123.96935 at epoch 4\n",
      "\n",
      "***** (7/24) *****\n",
      "Search({'lstm_unit': 128, 'lstm_act': 'relu', 'lr': 0.0001, 'epochs': 100, 'batch_size': 16})\n",
      "Restoring model weights from the end of the best epoch.\n",
      "Epoch 00029: early stopping\n",
      "SCORE: 97.53954 at epoch 19\n",
      "\n",
      "***** (8/24) *****\n",
      "Search({'lstm_unit': 128, 'lstm_act': 'relu', 'lr': 0.0001, 'epochs': 100, 'batch_size': 32})\n",
      "Restoring model weights from the end of the best epoch.\n",
      "Epoch 00026: early stopping\n",
      "SCORE: 109.25124 at epoch 16\n",
      "\n",
      "***** (9/24) *****\n",
      "Search({'lstm_unit': 128, 'lstm_act': 'relu', 'lr': 0.0001, 'epochs': 100, 'batch_size': 128})\n",
      "Restoring model weights from the end of the best epoch.\n",
      "Epoch 00026: early stopping\n",
      "SCORE: 110.64297 at epoch 16\n",
      "\n",
      "***** (10/24) *****\n",
      "Search({'lstm_unit': 128, 'lstm_act': 'relu', 'lr': 0.001, 'epochs': 100, 'batch_size': 16})\n",
      "Restoring model weights from the end of the best epoch.\n",
      "Epoch 00024: early stopping\n",
      "SCORE: 58.21411 at epoch 14\n",
      "\n",
      "***** (11/24) *****\n",
      "Search({'lstm_unit': 128, 'lstm_act': 'relu', 'lr': 0.001, 'epochs': 100, 'batch_size': 32})\n",
      "Restoring model weights from the end of the best epoch.\n",
      "Epoch 00028: early stopping\n",
      "SCORE: 61.09696 at epoch 18\n",
      "\n",
      "***** (12/24) *****\n",
      "Search({'lstm_unit': 128, 'lstm_act': 'relu', 'lr': 0.001, 'epochs': 100, 'batch_size': 128})\n",
      "Restoring model weights from the end of the best epoch.\n",
      "Epoch 00017: early stopping\n",
      "SCORE: 109.57584 at epoch 7\n",
      "\n",
      "***** (13/24) *****\n",
      "Search({'lstm_unit': 64, 'lstm_act': 'tanh', 'lr': 0.0001, 'epochs': 100, 'batch_size': 16})\n",
      "Restoring model weights from the end of the best epoch.\n",
      "Epoch 00035: early stopping\n",
      "SCORE: 123.42917 at epoch 25\n",
      "\n",
      "***** (14/24) *****\n",
      "Search({'lstm_unit': 64, 'lstm_act': 'tanh', 'lr': 0.0001, 'epochs': 100, 'batch_size': 32})\n",
      "Restoring model weights from the end of the best epoch.\n",
      "Epoch 00057: early stopping\n",
      "SCORE: 123.30765 at epoch 47\n",
      "\n",
      "***** (15/24) *****\n",
      "Search({'lstm_unit': 64, 'lstm_act': 'tanh', 'lr': 0.0001, 'epochs': 100, 'batch_size': 128})\n",
      "SCORE: 124.03202 at epoch 92\n",
      "\n",
      "***** (16/24) *****\n",
      "Search({'lstm_unit': 64, 'lstm_act': 'tanh', 'lr': 0.001, 'epochs': 100, 'batch_size': 16})\n",
      "Restoring model weights from the end of the best epoch.\n",
      "Epoch 00052: early stopping\n",
      "SCORE: 87.41732 at epoch 42\n",
      "\n",
      "***** (17/24) *****\n",
      "Search({'lstm_unit': 64, 'lstm_act': 'tanh', 'lr': 0.001, 'epochs': 100, 'batch_size': 32})\n",
      "Restoring model weights from the end of the best epoch.\n",
      "Epoch 00029: early stopping\n",
      "SCORE: 115.79252 at epoch 19\n",
      "\n",
      "***** (18/24) *****\n",
      "Search({'lstm_unit': 64, 'lstm_act': 'tanh', 'lr': 0.001, 'epochs': 100, 'batch_size': 128})\n",
      "Restoring model weights from the end of the best epoch.\n",
      "Epoch 00023: early stopping\n",
      "SCORE: 123.7289 at epoch 13\n",
      "\n",
      "***** (19/24) *****\n",
      "Search({'lstm_unit': 64, 'lstm_act': 'relu', 'lr': 0.0001, 'epochs': 100, 'batch_size': 16})\n",
      "Restoring model weights from the end of the best epoch.\n",
      "Epoch 00030: early stopping\n",
      "SCORE: 92.09131 at epoch 20\n",
      "\n",
      "***** (20/24) *****\n",
      "Search({'lstm_unit': 64, 'lstm_act': 'relu', 'lr': 0.0001, 'epochs': 100, 'batch_size': 32})\n",
      "Restoring model weights from the end of the best epoch.\n",
      "Epoch 00042: early stopping\n",
      "SCORE: 97.62129 at epoch 32\n",
      "\n",
      "***** (21/24) *****\n",
      "Search({'lstm_unit': 64, 'lstm_act': 'relu', 'lr': 0.0001, 'epochs': 100, 'batch_size': 128})\n",
      "Restoring model weights from the end of the best epoch.\n",
      "Epoch 00033: early stopping\n",
      "SCORE: 109.13554 at epoch 23\n",
      "\n",
      "***** (22/24) *****\n",
      "Search({'lstm_unit': 64, 'lstm_act': 'relu', 'lr': 0.001, 'epochs': 100, 'batch_size': 16})\n",
      "Restoring model weights from the end of the best epoch.\n",
      "Epoch 00027: early stopping\n",
      "SCORE: 63.35969 at epoch 17\n",
      "\n",
      "***** (23/24) *****\n",
      "Search({'lstm_unit': 64, 'lstm_act': 'relu', 'lr': 0.001, 'epochs': 100, 'batch_size': 32})\n",
      "Restoring model weights from the end of the best epoch.\n",
      "Epoch 00025: early stopping\n",
      "SCORE: 76.87822 at epoch 15\n",
      "\n",
      "***** (24/24) *****\n",
      "Search({'lstm_unit': 64, 'lstm_act': 'relu', 'lr': 0.001, 'epochs': 100, 'batch_size': 128})\n",
      "Restoring model weights from the end of the best epoch.\n",
      "Epoch 00022: early stopping\n",
      "SCORE: 103.35207 at epoch 12\n"
     ]
    }
   ],
   "source": [
    "### TRAIN W/O BOOTSTRAPPED SAMPLES ###\n",
    "\n",
    "param_grid = {\n",
    "    'lstm_unit': [128,64], \n",
    "    'lstm_act': ['tanh','relu'],\n",
    "    'lr': [1e-4,1e-3], \n",
    "    'epochs': 100, \n",
    "    'batch_size': [16,32,128]\n",
    "}\n",
    "\n",
    "es = EarlyStopping(patience=10, verbose=1, min_delta=0.001, monitor='val_loss', mode='auto', restore_best_weights=True)\n",
    "hypermodel = get_model\n",
    "kgs = KerasGridSearch(hypermodel, param_grid, monitor='val_loss', greater_is_better=False, tuner_verbose=1)\n",
    "kgs.search(X_train, y_train, validation_data=(X_val, y_val), callbacks=[es])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "BEST PARAM: {'lstm_unit': 128, 'lstm_act': 'relu', 'lr': 0.001, 'epochs': 14, 'batch_size': 16, 'steps_per_epoch': 7}\n"
     ]
    }
   ],
   "source": [
    "print('BEST PARAM:', kgs.best_params)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "### COMPUTE PREDICTIONS ON TEST ###\n",
    "\n",
    "pred = kgs.best_model.predict(X_test)\n",
    "pred = np.squeeze(pred + prev_test[...,[-1]], -1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "### PLOT PREDICTIONS ON TEST ###\n",
    "\n",
    "plt.figure(figsize=(16,6))\n",
    "\n",
    "for t_h in range(time_h):\n",
    "    plt.plot(pred[(time_h-t_h):-(t_h+1),t_h], \n",
    "             c='blue', alpha=1-1/(time_h+1)*(t_h+1),\n",
    "             label=f\"pred day + {t_h+1}\")\n",
    "\n",
    "plt.plot(y_test[time_h:,0], \n",
    "         c='red', alpha=0.6, label='true')\n",
    "\n",
    "plt.legend(); plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [],
   "source": [
    "### GET PERFORMANCES ON TEST ###\n",
    "\n",
    "mse_model = {}\n",
    "mse_model_boot = {}\n",
    "mse_baseline = {}\n",
    "\n",
    "for t_h in range(time_h):\n",
    "\n",
    "    _mse = mse(y_test[1:,t_h], y_test[:-1,0])\n",
    "    mse_baseline[f\"day + {t_h+1}\"] = _mse \n",
    "\n",
    "    _mse = mse(y_test[:,t_h], pred[:,t_h])\n",
    "    mse_model[f\"day + {t_h+1}\"] = _mse \n",
    "    \n",
    "    _mse = mse(y_test[:,t_h], pred_boot[:,t_h])\n",
    "    mse_model_boot[f\"day + {t_h+1}\"] = _mse "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x1e5fa9f45c0>"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "### PLOT AND COMPARE PERFORMANCES ###\n",
    "\n",
    "plt.figure(figsize=(8,6))\n",
    "\n",
    "plt.plot(list(mse_baseline.values()), label='baseline', \n",
    "         c='lime', linewidth=3, marker='o')\n",
    "plt.plot(list(mse_model.values()), label='model', \n",
    "         c='magenta', linewidth=3, marker='o')\n",
    "plt.plot(list(mse_model_boot.values()), label='model w/ bootstrap', \n",
    "         c='gold', linewidth=3, marker='o')\n",
    "\n",
    "plt.xticks(range(time_h), mse_baseline.keys())\n",
    "plt.ylabel('MSE on test'); plt.legend()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
